Categorical Co-occurrences

(introduction)

# Import 3rd party libraries
from matplotlib import pyplot as plt
import pandas as pd
import numpy as np
import seaborn as sns

# Import own libraries
import catcoocc
from catcoocc.scorer import CatScorer

Lorem ipsum

toy_data = catcoocc.read_sequences("docs/cmudict.tsv")
toy_cooccs = catcoocc.collect_cooccs(toy_data)

print(len(toy_data), len(toy_cooccs))

scorer = catcoocc.scorer.CatScorer(toy_cooccs)
mle = scorer.mle()
pmi = scorer.pmi()
npmi = scorer.pmi(True)
chi2 = scorer.chi2()
chi2_ns = scorer.chi2(False)
cramersv = scorer.cramers_v()
cramersv_ns = scorer.cramers_v(False)
#fisher = scorer.fisher()
theil_u = scorer.theil_u()
catcoocc_i = scorer.catcoocc_i()
catcoocc_ii = scorer.catcoocc_ii()


for pair in sorted(scorer.obs):
    print("--", pair)
    print("  mle        \t%0.4f %0.4f" % mle[pair])
    print("  pmi        \t%0.4f %0.4f" % pmi[pair])
    print("  npmi       \t%0.4f %0.4f" % npmi[pair])
    print("  chi2       \t%0.4f %0.4f" % chi2[pair])
    print("  chi2_ns    \t%0.4f %0.4f" % chi2_ns[pair])
    print("  cramersv   \t%0.4f %0.4f" % cramersv[pair])
    print("  cramersv_ns\t%0.4f %0.4f" % cramersv_ns[pair])
#    print("  fisher     \t%0.4f %0.4f" % fisher[pair])
    print("  theil_u    \t%0.4f %0.4f" % theil_u[pair])
    print("  catcoocc_i \t%0.4f %0.4f" % catcoocc_i[pair])
    print("  catcoocc_ii\t%0.4f %0.4f" % catcoocc_ii[pair])
134373 6981230
-- ("'", 'aɪ')
  mle           0.0284 0.0001
  pmi           0.7679 0.7679
  npmi          0.0543 0.0543
  chi2          2.0762 2.0762
  chi2_ns       3.1377 3.1377
  cramersv      0.0004 0.0004
  cramersv_ns   0.0003 0.0003
  theil_u       0.3889 0.9945
  catcoocc_i    0.2987 0.7637
  catcoocc_ii   1.5943 1.5943
-- ("'", 'aʊ')
  mle           0.0057 0.0000
  pmi           0.3822 0.3822
  npmi          0.0243 0.0243
  chi2          0.0489 0.0489
  chi2_ns       0.1485 0.1485
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4010 0.9842
  catcoocc_i    0.1533 0.3762
  catcoocc_ii   0.0187 0.0187
-- ("'", 'b')
  mle           0.0284 0.0000
  pmi           0.1790 0.1790
  npmi          0.0127 0.0127
  chi2          0.0250 0.0250
  chi2_ns       0.1646 0.1646
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4257 0.9967
  catcoocc_i    0.0762 0.1784
  catcoocc_ii   0.0045 0.0045
-- ("'", 'd')
  mle           0.0000 0.0000
  pmi           -17.6332 -17.6332
  npmi          -0.5595 -0.5595
  chi2          5.7695 5.7695
  chi2_ns       6.7682 6.7682
  cramersv      0.0008 0.0008
  cramersv_ns   0.0006 0.0006
  theil_u       0.3364 0.9977
  catcoocc_i    -5.9314 -17.5934
  catcoocc_ii   -101.7353 -101.7353
-- ("'", 'dʒ')
  mle           0.0000 0.0000
  pmi           -16.0005 -16.0005
  npmi          -0.5077 -0.5077
  chi2          0.4733 0.4733
  chi2_ns       1.2829 1.2829
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3518 0.9907
  catcoocc_i    -5.6298 -15.8519
  catcoocc_ii   -7.5730 -7.5730
-- ("'", 'eɪ')
  mle           0.0057 0.0000
  pmi           -1.0294 -1.0294
  npmi          -0.0653 -0.0653
  chi2          0.6130 0.6130
  chi2_ns       1.1754 1.1754
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4712 0.9954
  catcoocc_i    -0.4850 -1.0247
  catcoocc_ii   -0.6310 -0.6310
-- ("'", 'f')
  mle           0.0114 0.0000
  pmi           -0.3572 -0.3572
  npmi          -0.0237 -0.0237
  chi2          0.0458 0.0458
  chi2_ns       0.2622 0.2622
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3830 0.9954
  catcoocc_i    -0.1368 -0.3556
  catcoocc_ii   -0.0163 -0.0163
-- ("'", 'h')
  mle           0.0057 0.0000
  pmi           -0.5812 -0.5812
  npmi          -0.0369 -0.0369
  chi2          0.0469 0.0469
  chi2_ns       0.3509 0.3509
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3942 0.9930
  catcoocc_i    -0.2291 -0.5771
  catcoocc_ii   -0.0273 -0.0273
-- ("'", 'i')
  mle           0.0057 0.0000
  pmi           -1.9189 -1.9189
  npmi          -0.1218 -0.1218
  chi2          4.3106 4.3106
  chi2_ns       5.1600 5.1600
  cramersv      0.0007 0.0007
  cramersv_ns   0.0005 0.0005
  theil_u       0.3883 0.9978
  catcoocc_i    -0.7451 -1.9147
  catcoocc_ii   -8.2715 -8.2715
-- ("'", 'j')
  mle           0.0000 0.0000
  pmi           -15.7785 -15.7785
  npmi          -0.5006 -0.5006
  chi2          0.2666 0.2666
  chi2_ns       1.0259 1.0259
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3916 0.9888
  catcoocc_i    -6.1783 -15.6023
  catcoocc_ii   -4.2066 -4.2066
-- ("'", 'k')
  mle           0.0284 0.0000
  pmi           -0.5532 -0.5532
  npmi          -0.0391 -0.0391
  chi2          1.2345 1.2345
  chi2_ns       1.6513 1.6513
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.3756 0.9983
  catcoocc_i    -0.2078 -0.5523
  catcoocc_ii   -0.6830 -0.6830
-- ("'", 'l')
  mle           0.0398 0.0000
  pmi           -0.3566 -0.3566
  npmi          -0.0258 -0.0258
  chi2          0.6623 0.6623
  chi2_ns       0.9538 0.9538
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3755 0.9985
  catcoocc_i    -0.1339 -0.3560
  catcoocc_ii   -0.2362 -0.2362
-- ("'", 'm')
  mle           0.0057 0.0000
  pmi           -1.7856 -1.7856
  npmi          -0.1133 -0.1133
  chi2          3.4580 3.4580
  chi2_ns       4.2761 4.2761
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.3865 0.9976
  catcoocc_i    -0.6902 -1.7813
  catcoocc_ii   -6.1747 -6.1747
-- ("'", 'n')
  mle           0.0227 0.0000
  pmi           -1.1745 -1.1745
  npmi          -0.0817 -0.0817
  chi2          5.9485 5.9485
  chi2_ns       6.6736 6.6736
  cramersv      0.0008 0.0008
  cramersv_ns   0.0006 0.0006
  theil_u       0.3400 0.9988
  catcoocc_i    -0.3993 -1.1731
  catcoocc_ii   -6.9867 -6.9867
-- ("'", 'oʊ')
  mle           0.0057 0.0000
  pmi           -1.2782 -1.2782
  npmi          -0.0811 -0.0811
  chi2          1.2423 1.2423
  chi2_ns       1.9077 1.9077
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.3404 0.9963
  catcoocc_i    -0.4351 -1.2734
  catcoocc_ii   -1.5879 -1.5879
-- ("'", 'p')
  mle           0.0227 0.0000
  pmi           -0.0228 -0.0228
  npmi          -0.0016 -0.0016
  chi2          0.0416 0.0416
  chi2_ns       0.0021 0.0021
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3704 0.9966
  catcoocc_i    -0.0084 -0.0227
  catcoocc_ii   -0.0009 -0.0009
-- ("'", 's')
  mle           0.1705 0.0001
  pmi           1.0627 1.0627
  npmi          0.0860 0.0860
  chi2          37.5285 37.5285
  chi2_ns       39.5155 39.5155
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.3829 0.9985
  catcoocc_i    0.4069 1.0611
  catcoocc_ii   39.8796 39.8796
-- ("'", 't')
  mle           0.0227 0.0000
  pmi           -0.9557 -0.9557
  npmi          -0.0665 -0.0665
  chi2          3.5589 3.5589
  chi2_ns       4.1875 4.1875
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.3585 0.9986
  catcoocc_i    -0.3426 -0.9543
  catcoocc_ii   -3.4012 -3.4012
-- ("'", 'tʃ')
  mle           0.0000 0.0000
  pmi           -15.7793 -15.7793
  npmi          -0.5007 -0.5007
  chi2          0.2673 0.2673
  chi2_ns       1.0268 1.0268
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3815 0.9886
  catcoocc_i    -6.0193 -15.5998
  catcoocc_ii   -4.2175 -4.2175
-- ("'", 'u')
  mle           0.0000 0.0000
  pmi           -16.3846 -16.3846
  npmi          -0.5199 -0.5199
  chi2          1.0143 1.0143
  chi2_ns       1.8900 1.8900
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4372 0.9935
  catcoocc_i    -7.1633 -16.2786
  catcoocc_ii   -16.6195 -16.6195
-- ("'", 'v')
  mle           0.0000 0.0000
  pmi           -16.5498 -16.5498
  npmi          -0.5251 -0.5251
  chi2          1.3359 1.3359
  chi2_ns       2.2339 2.2339
  cramersv      0.0002 0.0002
  cramersv_ns   0.0001 0.0001
  theil_u       0.3706 0.9943
  catcoocc_i    -6.1334 -16.4554
  catcoocc_ii   -22.1094 -22.1094
-- ("'", 'w')
  mle           0.0227 0.0001
  pmi           0.8318 0.8318
  npmi          0.0579 0.0579
  chi2          1.7947 1.7947
  chi2_ns       2.9601 2.9601
  cramersv      0.0003 0.0003
  cramersv_ns   0.0003 0.0003
  theil_u       0.3803 0.9930
  catcoocc_i    0.3163 0.8260
  catcoocc_ii   1.4928 1.4928
-- ("'", 'z')
  mle           0.1477 0.0001
  pmi           1.5379 1.5379
  npmi          0.1230 0.1230
  chi2          73.3285 73.3285
  chi2_ns       77.0569 77.0569
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.4187 0.9974
  catcoocc_i    0.6440 1.5339
  catcoocc_ii   112.7711 112.7711
-- ("'", 'æ')
  mle           0.0284 0.0000
  pmi           0.1269 0.1269
  npmi          0.0090 0.0090
  chi2          0.0021 0.0021
  chi2_ns       0.0827 0.0827
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4153 0.9968
  catcoocc_i    0.0527 0.1265
  catcoocc_ii   0.0003 0.0003
-- ("'", 'ð')
  mle           0.0000 0.0000
  pmi           -13.6597 -13.6597
  npmi          -0.4334 -0.4334
  chi2          1.1630 1.1630
  chi2_ns       0.1227 0.1227
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.3486 0.9324
  catcoocc_i    -4.7614 -12.7361
  catcoocc_ii   -15.8863 -15.8863
-- ("'", 'ŋ')
  mle           0.0057 0.0000
  pmi           -0.7695 -0.7695
  npmi          -0.0488 -0.0488
  chi2          0.2035 0.2035
  chi2_ns       0.6297 0.6297
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3771 0.9941
  catcoocc_i    -0.2902 -0.7650
  catcoocc_ii   -0.1566 -0.1566
-- ("'", 'ɑ')
  mle           0.0170 0.0000
  pmi           -0.5004 -0.5004
  npmi          -0.0341 -0.0341
  chi2          0.4362 0.4362
  chi2_ns       0.7894 0.7894
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3776 0.9971
  catcoocc_i    -0.1890 -0.4990
  catcoocc_ii   -0.2183 -0.2183
-- ("'", 'ɔ')
  mle           0.0170 0.0000
  pmi           0.2660 0.2660
  npmi          0.0181 0.0181
  chi2          0.0177 0.0177
  chi2_ns       0.2163 0.2163
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4114 0.9944
  catcoocc_i    0.1094 0.2645
  catcoocc_ii   0.0047 0.0047
-- ("'", 'ɔɪ')
  mle           0.0000 0.0000
  pmi           -14.2933 -14.2933
  npmi          -0.4535 -0.4535
  chi2          0.3138 0.3138
  chi2_ns       0.2313 0.2313
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3968 0.9609
  catcoocc_i    -5.6721 -13.7338
  catcoocc_ii   -4.4845 -4.4845
-- ("'", 'ɛ')
  mle           0.0227 0.0000
  pmi           -0.3479 -0.3479
  npmi          -0.0242 -0.0242
  chi2          0.2473 0.2473
  chi2_ns       0.5053 0.5053
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3540 0.9974
  catcoocc_i    -0.1231 -0.3470
  catcoocc_ii   -0.0860 -0.0860
-- ("'", 'ɝ')
  mle           0.0057 0.0000
  pmi           -1.8085 -1.8085
  npmi          -0.1148 -0.1148
  chi2          3.5949 3.5949
  chi2_ns       4.4186 4.4186
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.4033 0.9976
  catcoocc_i    -0.7294 -1.8042
  catcoocc_ii   -6.5015 -6.5015
-- ("'", 'ɡ')
  mle           0.0227 0.0000
  pmi           0.4096 0.4096
  npmi          0.0285 0.0285
  chi2          0.2725 0.2725
  chi2_ns       0.6909 0.6909
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3479 0.9950
  catcoocc_i    0.1425 0.4075
  catcoocc_ii   0.1116 0.1116
-- ("'", 'ɪ')
  mle           0.1875 0.0001
  pmi           1.1047 1.1047
  npmi          0.0901 0.0901
  chi2          45.3569 45.3569
  chi2_ns       47.4844 47.4844
  cramersv      0.0025 0.0025
  cramersv_ns   0.0018 0.0018
  theil_u       0.3744 0.9986
  catcoocc_i    0.4136 1.1031
  catcoocc_ii   50.1036 50.1036
-- ("'", 'ɹ')
  mle           0.0625 0.0000
  pmi           0.1543 0.1543
  npmi          0.0115 0.0115
  chi2          0.1290 0.1290
  chi2_ns       0.2773 0.2773
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4180 0.9984
  catcoocc_i    0.0645 0.1541
  catcoocc_ii   0.0199 0.0199
-- ("'", 'ʃ')
  mle           0.0114 0.0000
  pmi           -0.0193 -0.0193
  npmi          -0.0013 -0.0013
  chi2          0.1055 0.1055
  chi2_ns       0.0008 0.0008
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3669 0.9938
  catcoocc_i    -0.0071 -0.0192
  catcoocc_ii   -0.0020 -0.0020
-- ("'", 'ʊ')
  mle           0.0000 0.0000
  pmi           -14.9723 -14.9723
  npmi          -0.4750 -0.4750
  chi2          0.0044 0.0044
  chi2_ns       0.4566 0.4566
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3804 0.9775
  catcoocc_i    -5.6957 -14.6347
  catcoocc_ii   -0.0654 -0.0654
-- ("'", 'ʌ')
  mle           0.0398 0.0000
  pmi           -0.7676 -0.7676
  npmi          -0.0556 -0.0556
  chi2          4.1692 4.1692
  chi2_ns       4.7372 4.7372
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.3425 0.9989
  catcoocc_i    -0.2629 -0.7668
  catcoocc_ii   -3.2004 -3.2004
-- ("'", 'ʒ')
  mle           0.0000 0.0000
  pmi           -13.6477 -13.6477
  npmi          -0.4330 -0.4330
  chi2          1.1862 1.1862
  chi2_ns       0.1212 0.1212
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.4004 0.9323
  catcoocc_i    -5.4641 -12.7240
  catcoocc_ii   -16.1886 -16.1886
-- ("'", 'θ')
  mle           0.0000 0.0000
  pmi           -15.2899 -15.2899
  npmi          -0.4851 -0.4851
  chi2          0.0254 0.0254
  chi2_ns       0.6280 0.6280
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3727 0.9826
  catcoocc_i    -5.6984 -15.0237
  catcoocc_ii   -0.3876 -0.3876
-- ('A', 'aɪ')
  mle           0.0082 0.0542
  pmi           -0.4774 -0.4774
  npmi          -0.0659 -0.0659
  chi2          1285.0117 1285.0117
  chi2_ns       1285.4331 1285.4331
  cramersv      0.0136 0.0136
  cramersv_ns   0.0096 0.0096
  theil_u       0.7518 0.0281
  catcoocc_i    -0.3589 -0.0134
  catcoocc_ii   -613.4259 -613.4259
-- ('A', 'aʊ')
  mle           0.0028 0.0632
  pmi           -0.3230 -0.3230
  npmi          -0.0388 -0.0388
  chi2          197.7392 197.7392
  chi2_ns       198.0427 198.0427
  cramersv      0.0053 0.0053
  cramersv_ns   0.0037 0.0037
  theil_u       0.9085 0.0391
  catcoocc_i    -0.2934 -0.0126
  catcoocc_ii   -63.8672 -63.8672
-- ('A', 'b')
  mle           0.0240 0.0882
  pmi           0.0103 0.0103
  npmi          0.0017 0.0017
  chi2          1.7277 1.7277
  chi2_ns       1.7393 1.7393
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.6063 0.0232
  catcoocc_i    0.0062 0.0002
  catcoocc_ii   0.0178 0.0178
-- ('A', 'd')
  mle           0.0354 0.0834
  pmi           -0.0460 -0.0460
  npmi          -0.0080 -0.0080
  chi2          51.7784 51.7784
  chi2_ns       51.8295 51.8295
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.4500 0.0089
  catcoocc_i    -0.0207 -0.0004
  catcoocc_ii   -2.3799 -2.3799
-- ('A', 'dʒ')
  mle           0.0069 0.0835
  pmi           -0.0452 -0.0452
  npmi          -0.0061 -0.0061
  chi2          9.4632 9.4632
  chi2_ns       9.5120 9.5120
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.8464 0.0389
  catcoocc_i    -0.0383 -0.0018
  catcoocc_ii   -0.4278 -0.4278
-- ('A', 'eɪ')
  mle           0.0272 0.1495
  pmi           0.5381 0.5381
  npmi          0.0891 0.0891
  chi2          5482.0707 5482.0707
  chi2_ns       5482.8642 5482.8642
  cramersv      0.0280 0.0280
  cramersv_ns   0.0198 0.0198
  theil_u       0.7123 0.0251
  catcoocc_i    0.3833 0.0135
  catcoocc_ii   2949.6339 2949.6339
-- ('A', 'f')
  mle           0.0130 0.0697
  pmi           -0.2259 -0.2259
  npmi          -0.0333 -0.0333
  chi2          450.6758 450.6758
  chi2_ns       450.9010 450.9010
  cramersv      0.0080 0.0080
  cramersv_ns   0.0057 0.0057
  theil_u       0.7079 0.0247
  catcoocc_i    -0.1599 -0.0056
  catcoocc_ii   -101.8122 -101.8122
-- ('A', 'h')
  mle           0.0106 0.0914
  pmi           0.0454 0.0454
  npmi          0.0065 0.0065
  chi2          14.7528 14.7528
  chi2_ns       14.8042 14.8042
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.7968 0.0350
  catcoocc_i    0.0362 0.0016
  catcoocc_ii   0.6701 0.6701
-- ('A', 'i')
  mle           0.0378 0.0853
  pmi           -0.0231 -0.0231
  npmi          -0.0040 -0.0040
  chi2          13.9652 13.9652
  chi2_ns       13.9912 13.9912
  cramersv      0.0014 0.0014
  cramersv_ns   0.0009 0.0009
  theil_u       0.4355 0.0069
  catcoocc_i    -0.0100 -0.0002
  catcoocc_ii   -0.3222 -0.3222
-- ('A', 'j')
  mle           0.0061 0.0922
  pmi           0.0549 0.0549
  npmi          0.0073 0.0073
  chi2          12.3454 12.3454
  chi2_ns       12.4075 12.4075
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.8735 0.0391
  catcoocc_i    0.0480 0.0021
  catcoocc_ii   0.6780 0.6780
-- ('A', 'k')
  mle           0.0488 0.0863
  pmi           -0.0113 -0.0113
  npmi          -0.0021 -0.0021
  chi2          4.3700 4.3700
  chi2_ns       4.3830 4.3830
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.3271 0.0042
  catcoocc_i    -0.0037 -0.0000
  catcoocc_ii   -0.0494 -0.0494
-- ('A', 'l')
  mle           0.0578 0.0888
  pmi           0.0171 0.0171
  npmi          0.0032 0.0032
  chi2          11.9285 11.9285
  chi2_ns       11.9485 11.9485
  cramersv      0.0013 0.0013
  cramersv_ns   0.0008 0.0008
  theil_u       0.2544 0.0061
  catcoocc_i    0.0043 0.0001
  catcoocc_ii   0.2038 0.2038
-- ('A', 'm')
  mle           0.0388 0.0999
  pmi           0.1345 0.1345
  npmi          0.0236 0.0236
  chi2          485.0498 485.0498
  chi2_ns       485.2130 485.2130
  cramersv      0.0083 0.0083
  cramersv_ns   0.0059 0.0059
  theil_u       0.4851 0.0127
  catcoocc_i    0.0652 0.0017
  catcoocc_ii   65.2223 65.2223
-- ('A', 'n')
  mle           0.0741 0.0879
  pmi           0.0068 0.0068
  npmi          0.0013 0.0013
  chi2          2.4635 2.4635
  chi2_ns       2.4715 2.4715
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.1084 0.0047
  catcoocc_i    0.0007 0.0000
  catcoocc_ii   0.0168 0.0168
-- ('A', 'oʊ')
  mle           0.0181 0.0773
  pmi           -0.1216 -0.1216
  npmi          -0.0188 -0.0188
  chi2          182.2085 182.2085
  chi2_ns       182.3365 182.3365
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.6513 0.0242
  catcoocc_i    -0.0792 -0.0029
  catcoocc_ii   -22.1569 -22.1569
-- ('A', 'p')
  mle           0.0203 0.0761
  pmi           -0.1380 -0.1380
  npmi          -0.0218 -0.0218
  chi2          264.1572 264.1572
  chi2_ns       264.3018 264.3018
  cramersv      0.0061 0.0061
  cramersv_ns   0.0043 0.0043
  theil_u       0.6111 0.0237
  catcoocc_i    -0.0843 -0.0033
  catcoocc_ii   -36.4633 -36.4633
-- ('A', 's')
  mle           0.0498 0.0738
  pmi           -0.1682 -0.1682
  npmi          -0.0309 -0.0309
  chi2          1001.6540 1001.6540
  chi2_ns       1001.8343 1001.8343
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.2352 0.0065
  catcoocc_i    -0.0396 -0.0011
  catcoocc_ii   -168.4762 -168.4762
-- ('A', 't')
  mle           0.0547 0.0808
  pmi           -0.0771 -0.0771
  npmi          -0.0144 -0.0144
  chi2          230.7637 230.7637
  chi2_ns       230.8501 230.8501
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.2322 0.0064
  catcoocc_i    -0.0179 -0.0005
  catcoocc_ii   -17.7862 -17.7862
-- ('A', 'tʃ')
  mle           0.0056 0.0847
  pmi           -0.0306 -0.0306
  npmi          -0.0040 -0.0040
  chi2          3.5107 3.5107
  chi2_ns       3.5439 3.5439
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.8714 0.0373
  catcoocc_i    -0.0267 -0.0011
  catcoocc_ii   -0.1075 -0.1075
-- ('A', 'u')
  mle           0.0076 0.0628
  pmi           -0.3289 -0.3289
  npmi          -0.0450 -0.0450
  chi2          563.1252 563.1252
  chi2_ns       563.4356 563.4356
  cramersv      0.0090 0.0090
  cramersv_ns   0.0063 0.0063
  theil_u       0.7921 0.0323
  catcoocc_i    -0.2605 -0.0106
  catcoocc_ii   -185.2134 -185.2134
-- ('A', 'v')
  mle           0.0126 0.0878
  pmi           0.0052 0.0052
  npmi          0.0008 0.0008
  chi2          0.2282 0.2282
  chi2_ns       0.2340 0.2340
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.7576 0.0271
  catcoocc_i    0.0040 0.0001
  catcoocc_ii   0.0012 0.0012
-- ('A', 'w')
  mle           0.0092 0.0813
  pmi           -0.0708 -0.0708
  npmi          -0.0099 -0.0099
  chi2          31.1145 31.1145
  chi2_ns       31.1901 31.1901
  cramersv      0.0021 0.0021
  cramersv_ns   0.0014 0.0014
  theil_u       0.8031 0.0369
  catcoocc_i    -0.0569 -0.0026
  catcoocc_ii   -2.2034 -2.2034
-- ('A', 'z')
  mle           0.0301 0.0829
  pmi           -0.0520 -0.0520
  npmi          -0.0088 -0.0088
  chi2          56.2400 56.2400
  chi2_ns       56.2974 56.2974
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.5115 0.0165
  catcoocc_i    -0.0266 -0.0009
  catcoocc_ii   -2.9269 -2.9269
-- ('A', 'æ')
  mle           0.0503 0.1755
  pmi           0.6983 0.6983
  npmi          0.1287 0.1287
  chi2          17500.0335 17500.0335
  chi2_ns       17501.1690 17501.1690
  cramersv      0.0501 0.0501
  cramersv_ns   0.0354 0.0354
  theil_u       0.5921 0.0232
  catcoocc_i    0.4135 0.0162
  catcoocc_ii   12221.1367 12221.1367
-- ('A', 'ð')
  mle           0.0005 0.0685
  pmi           -0.2428 -0.2428
  npmi          -0.0244 -0.0244
  chi2          21.4031 21.4031
  chi2_ns       21.6388 21.6388
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.9784 0.1092
  catcoocc_i    -0.2376 -0.0265
  catcoocc_ii   -5.1977 -5.1977
-- ('A', 'ŋ')
  mle           0.0082 0.0584
  pmi           -0.4026 -0.4026
  npmi          -0.0556 -0.0556
  chi2          910.4747 910.4747
  chi2_ns       910.8423 910.8423
  cramersv      0.0114 0.0114
  cramersv_ns   0.0081 0.0081
  theil_u       0.7630 0.0278
  catcoocc_i    -0.3072 -0.0112
  catcoocc_ii   -366.5216 -366.5216
-- ('A', 'ɑ')
  mle           0.0449 0.1395
  pmi           0.4687 0.4687
  npmi          0.0846 0.0846
  chi2          6905.2510 6905.2510
  chi2_ns       6905.9250 6905.9250
  cramersv      0.0314 0.0314
  cramersv_ns   0.0222 0.0222
  theil_u       0.5558 0.0206
  catcoocc_i    0.2605 0.0097
  catcoocc_ii   3236.1908 3236.1908
-- ('A', 'ɔ')
  mle           0.0130 0.0871
  pmi           -0.0024 -0.0024
  npmi          -0.0003 -0.0003
  chi2          0.0467 0.0467
  chi2_ns       0.0493 0.0493
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.7545 0.0281
  catcoocc_i    -0.0018 -0.0001
  catcoocc_ii   -0.0001 -0.0001
-- ('A', 'ɔɪ')
  mle           0.0007 0.0442
  pmi           -0.6807 -0.6807
  npmi          -0.0698 -0.0698
  chi2          213.4259 213.4259
  chi2_ns       213.9672 213.9672
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.9639 0.0758
  catcoocc_i    -0.6562 -0.0516
  catcoocc_ii   -145.2831 -145.2831
-- ('A', 'ɛ')
  mle           0.0237 0.0642
  pmi           -0.3068 -0.3068
  npmi          -0.0496 -0.0496
  chi2          1550.0444 1550.0444
  chi2_ns       1550.3434 1550.3434
  cramersv      0.0149 0.0149
  cramersv_ns   0.0105 0.0105
  theil_u       0.5052 0.0157
  catcoocc_i    -0.1550 -0.0048
  catcoocc_ii   -475.5589 -475.5589
-- ('A', 'ɝ')
  mle           0.0241 0.0607
  pmi           -0.3632 -0.3632
  npmi          -0.0589 -0.0589
  chi2          2224.0596 2224.0596
  chi2_ns       2224.4053 2224.4053
  cramersv      0.0178 0.0178
  cramersv_ns   0.0126 0.0126
  theil_u       0.4768 0.0118
  catcoocc_i    -0.1731 -0.0043
  catcoocc_ii   -807.7065 -807.7065
-- ('A', 'ɡ')
  mle           0.0166 0.0959
  pmi           0.0936 0.0936
  npmi          0.0143 0.0143
  chi2          98.5042 98.5042
  chi2_ns       98.6134 98.6134
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.7216 0.0246
  catcoocc_i    0.0676 0.0023
  catcoocc_ii   9.2244 9.2244
-- ('A', 'ɪ')
  mle           0.0420 0.0591
  pmi           -0.3911 -0.3911
  npmi          -0.0697 -0.0697
  chi2          4635.2104 4635.2104
  chi2_ns       4635.5886 4635.5886
  cramersv      0.0258 0.0258
  cramersv_ns   0.0182 0.0182
  theil_u       0.2076 0.0056
  catcoocc_i    -0.0812 -0.0022
  catcoocc_ii   -1812.9125 -1812.9125
-- ('A', 'ɹ')
  mle           0.0565 0.0921
  pmi           0.0536 0.0536
  npmi          0.0101 0.0101
  chi2          114.7279 114.7279
  chi2_ns       114.7917 114.7917
  cramersv      0.0040 0.0040
  cramersv_ns   0.0028 0.0028
  theil_u       0.2840 0.0051
  catcoocc_i    0.0152 0.0003
  catcoocc_ii   6.1544 6.1544
-- ('A', 'ʃ')
  mle           0.0110 0.0831
  pmi           -0.0495 -0.0495
  npmi          -0.0071 -0.0071
  chi2          18.1808 18.1808
  chi2_ns       18.2343 18.2343
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.7742 0.0283
  catcoocc_i    -0.0383 -0.0014
  catcoocc_ii   -0.8993 -0.8993
-- ('A', 'ʊ')
  mle           0.0015 0.0499
  pmi           -0.5590 -0.5590
  npmi          -0.0624 -0.0624
  chi2          317.2536 317.2536
  chi2_ns       317.7238 317.7238
  cramersv      0.0067 0.0067
  cramersv_ns   0.0048 0.0048
  theil_u       0.9356 0.0548
  catcoocc_i    -0.5230 -0.0306
  catcoocc_ii   -177.3318 -177.3318
-- ('A', 'ʌ')
  mle           0.1034 0.1054
  pmi           0.1879 0.1879
  npmi          0.0399 0.0399
  chi2          2675.6215 2675.6215
  chi2_ns       2675.8693 2675.8693
  cramersv      0.0196 0.0196
  cramersv_ns   0.0138 0.0138
  theil_u       0.0139 0.0026
  catcoocc_i    0.0026 0.0005
  catcoocc_ii   502.8316 502.8316
-- ('A', 'ʒ')
  mle           0.0008 0.1003
  pmi           0.1390 0.1390
  npmi          0.0145 0.0145
  chi2          10.0575 10.0575
  chi2_ns       10.2203 10.2203
  cramersv      0.0011 0.0011
  cramersv_ns   0.0008 0.0008
  theil_u       0.9794 0.1154
  catcoocc_i    0.1361 0.0160
  catcoocc_ii   1.3975 1.3975
-- ('A', 'θ')
  mle           0.0032 0.0783
  pmi           -0.1087 -0.1087
  npmi          -0.0133 -0.0133
  chi2          25.1635 25.1635
  chi2_ns       25.2766 25.2766
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.9132 0.0376
  catcoocc_i    -0.0993 -0.0041
  catcoocc_ii   -2.7350 -2.7350
-- ('B', 'aɪ')
  mle           0.0115 0.0182
  pmi           -0.1394 -0.1394
  npmi          -0.0167 -0.0167
  chi2          33.5915 33.5915
  chi2_ns       33.7261 33.7261
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.2718 0.0085
  catcoocc_i    -0.0379 -0.0012
  catcoocc_ii   -4.6829 -4.6829
-- ('B', 'aʊ')
  mle           0.0043 0.0233
  pmi           0.1071 0.1071
  npmi          0.0115 0.0115
  chi2          7.2984 7.2984
  chi2_ns       7.4138 7.4138
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.7097 0.0309
  catcoocc_i    0.0760 0.0033
  catcoocc_ii   0.7815 0.7815
-- ('B', 'b')
  mle           0.1615 0.1422
  pmi           1.9167 1.9167
  npmi          0.3368 0.3368
  chi2          121990.3889 121990.3889
  chi2_ns       121996.4555 121996.4555
  cramersv      0.1322 0.1322
  cramersv_ns   0.0935 0.0935
  theil_u       0.0050 0.0861
  catcoocc_i    0.0095 0.1651
  catcoocc_ii   233823.7360 233823.7360
-- ('B', 'd')
  mle           0.0303 0.0171
  pmi           -0.2001 -0.2001
  npmi          -0.0272 -0.0272
  chi2          188.3580 188.3580
  chi2_ns       188.5503 188.5503
  cramersv      0.0052 0.0052
  cramersv_ns   0.0037 0.0037
  theil_u       0.0084 0.3352
  catcoocc_i    -0.0017 -0.0671
  catcoocc_ii   -37.6864 -37.6864
-- ('B', 'dʒ')
  mle           0.0044 0.0127
  pmi           -0.5012 -0.5012
  npmi          -0.0539 -0.0539
  chi2          168.4878 168.4878
  chi2_ns       168.8931 168.8931
  cramersv      0.0049 0.0049
  cramersv_ns   0.0035 0.0035
  theil_u       0.5292 0.0194
  catcoocc_i    -0.2653 -0.0097
  catcoocc_ii   -84.4465 -84.4465
-- ('B', 'eɪ')
  mle           0.0137 0.0180
  pmi           -0.1484 -0.1484
  npmi          -0.0182 -0.0182
  chi2          45.6908 45.6908
  chi2_ns       45.8338 45.8338
  cramersv      0.0025 0.0025
  cramersv_ns   0.0018 0.0018
  theil_u       0.1697 0.0056
  catcoocc_i    -0.0252 -0.0008
  catcoocc_ii   -6.7799 -6.7799
-- ('B', 'f')
  mle           0.0080 0.0103
  pmi           -0.7073 -0.7073
  npmi          -0.0813 -0.0813
  chi2          632.4163 632.4163
  chi2_ns       632.9426 632.9426
  cramersv      0.0095 0.0095
  cramersv_ns   0.0067 0.0067
  theil_u       0.1577 0.0055
  catcoocc_i    -0.1116 -0.0039
  catcoocc_ii   -447.3186 -447.3186
-- ('B', 'h')
  mle           0.0077 0.0158
  pmi           -0.2792 -0.2792
  npmi          -0.0320 -0.0320
  chi2          90.5571 90.5571
  chi2_ns       90.8083 90.8083
  cramersv      0.0036 0.0036
  cramersv_ns   0.0025 0.0025
  theil_u       0.3939 0.0150
  catcoocc_i    -0.1099 -0.0042
  catcoocc_ii   -25.2798 -25.2798
-- ('B', 'i')
  mle           0.0367 0.0198
  pmi           -0.0538 -0.0538
  npmi          -0.0075 -0.0075
  chi2          16.4031 16.4031
  chi2_ns       16.4587 16.4587
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.0039 0.3575
  catcoocc_i    -0.0002 -0.0192
  catcoocc_ii   -0.8820 -0.8820
-- ('B', 'j')
  mle           0.0049 0.0177
  pmi           -0.1683 -0.1683
  npmi          -0.0183 -0.0183
  chi2          20.7003 20.7003
  chi2_ns       20.8591 20.8591
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.6053 0.0246
  catcoocc_i    -0.1019 -0.0041
  catcoocc_ii   -3.4842 -3.4842
-- ('B', 'k')
  mle           0.0394 0.0167
  pmi           -0.2269 -0.2269
  npmi          -0.0319 -0.0319
  chi2          319.1145 319.1145
  chi2_ns       319.3326 319.3326
  cramersv      0.0068 0.0068
  cramersv_ns   0.0048 0.0048
  theil_u       0.0250 0.4655
  catcoocc_i    -0.0057 -0.1056
  catcoocc_ii   -72.4083 -72.4083
-- ('B', 'l')
  mle           0.0599 0.0220
  pmi           0.0524 0.0524
  npmi          0.0078 0.0078
  chi2          25.9601 25.9601
  chi2_ns       26.0183 26.0183
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.0129 0.5185
  catcoocc_i    0.0007 0.0272
  catcoocc_ii   1.3609 1.3609
-- ('B', 'm')
  mle           0.0235 0.0145
  pmi           -0.3659 -0.3659
  npmi          -0.0480 -0.0480
  chi2          490.7153 490.7153
  chi2_ns       491.0392 491.0392
  cramersv      0.0084 0.0084
  cramersv_ns   0.0059 0.0059
  theil_u       0.0055 0.2911
  catcoocc_i    -0.0020 -0.1065
  catcoocc_ii   -179.5490 -179.5490
-- ('B', 'n')
  mle           0.0544 0.0155
  pmi           -0.3022 -0.3022
  npmi          -0.0446 -0.0446
  chi2          804.8690 804.8690
  chi2_ns       805.1564 805.1564
  cramersv      0.0107 0.0107
  cramersv_ns   0.0076 0.0076
  theil_u       0.0203 0.6053
  catcoocc_i    -0.0061 -0.1829
  catcoocc_ii   -243.1929 -243.1929
-- ('B', 'oʊ')
  mle           0.0220 0.0226
  pmi           0.0765 0.0765
  npmi          0.0100 0.0100
  chi2          19.5497 19.5497
  chi2_ns       19.6325 19.6325
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.0191 0.0046
  catcoocc_i    0.0015 0.0003
  catcoocc_ii   1.4958 1.4958
-- ('B', 'p')
  mle           0.0068 0.0061
  pmi           -1.2363 -1.2363
  npmi          -0.1395 -0.1395
  chi2          1786.3130 1786.3130
  chi2_ns       1787.0549 1787.0549
  cramersv      0.0160 0.0160
  cramersv_ns   0.0113 0.0113
  theil_u       0.0048 0.0725
  catcoocc_i    -0.0059 -0.0896
  catcoocc_ii   -2208.3948 -2208.3948
-- ('B', 's')
  mle           0.0419 0.0149
  pmi           -0.3414 -0.3414
  npmi          -0.0485 -0.0485
  chi2          780.3311 780.3311
  chi2_ns       780.6449 780.6449
  cramersv      0.0106 0.0106
  cramersv_ns   0.0075 0.0075
  theil_u       0.0050 0.5312
  catcoocc_i    -0.0017 -0.1814
  catcoocc_ii   -266.4010 -266.4010
-- ('B', 't')
  mle           0.0420 0.0149
  pmi           -0.3412 -0.3412
  npmi          -0.0485 -0.0485
  chi2          782.5225 782.5225
  chi2_ns       782.8363 782.8363
  cramersv      0.0106 0.0106
  cramersv_ns   0.0075 0.0075
  theil_u       0.0051 0.5327
  catcoocc_i    -0.0017 -0.1818
  catcoocc_ii   -267.0163 -267.0163
-- ('B', 'tʃ')
  mle           0.0038 0.0138
  pmi           -0.4171 -0.4171
  npmi          -0.0442 -0.0442
  chi2          100.8359 100.8359
  chi2_ns       101.1860 101.1860
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.6012 0.0240
  catcoocc_i    -0.2508 -0.0100
  catcoocc_ii   -42.0593 -42.0593
-- ('B', 'u')
  mle           0.0114 0.0224
  pmi           0.0703 0.0703
  npmi          0.0084 0.0084
  chi2          8.4113 8.4113
  chi2_ns       8.4863 8.4863
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.3777 0.0146
  catcoocc_i    0.0265 0.0010
  catcoocc_ii   0.5911 0.5911
-- ('B', 'v')
  mle           0.0058 0.0096
  pmi           -0.7774 -0.7774
  npmi          -0.0861 -0.0861
  chi2          552.1038 552.1038
  chi2_ns       552.6626 552.6626
  cramersv      0.0089 0.0089
  cramersv_ns   0.0063 0.0063
  theil_u       0.2935 0.0110
  catcoocc_i    -0.2281 -0.0085
  catcoocc_ii   -429.1847 -429.1847
-- ('B', 'w')
  mle           0.0054 0.0113
  pmi           -0.6135 -0.6135
  npmi          -0.0674 -0.0674
  chi2          312.8033 312.8033
  chi2_ns       313.2761 313.2761
  cramersv      0.0067 0.0067
  cramersv_ns   0.0047 0.0047
  theil_u       0.4082 0.0150
  catcoocc_i    -0.2505 -0.0092
  catcoocc_ii   -191.9082 -191.9082
-- ('B', 'z')
  mle           0.0297 0.0196
  pmi           -0.0659 -0.0659
  npmi          -0.0089 -0.0089
  chi2          19.8090 19.8090
  chi2_ns       19.8762 19.8762
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.0008 0.2571
  catcoocc_i    -0.0001 -0.0169
  catcoocc_ii   -1.3053 -1.3053
-- ('B', 'æ')
  mle           0.0275 0.0230
  pmi           0.0962 0.0962
  npmi          0.0129 0.0129
  chi2          38.8799 38.8799
  chi2_ns       38.9856 38.9856
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0050 0.1191
  catcoocc_i    0.0005 0.0115
  catcoocc_ii   3.7385 3.7385
-- ('B', 'ð')
  mle           0.0004 0.0128
  pmi           -0.4947 -0.4947
  npmi          -0.0425 -0.0425
  chi2          15.4290 15.4290
  chi2_ns       15.8254 15.8254
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.9263 0.0788
  catcoocc_i    -0.4582 -0.0390
  catcoocc_ii   -7.6324 -7.6324
-- ('B', 'ŋ')
  mle           0.0101 0.0172
  pmi           -0.1926 -0.1926
  npmi          -0.0228 -0.0228
  chi2          56.6514 56.6514
  chi2_ns       56.8324 56.8324
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.3056 0.0128
  catcoocc_i    -0.0589 -0.0025
  catcoocc_ii   -10.9113 -10.9113
-- ('B', 'ɑ')
  mle           0.0308 0.0229
  pmi           0.0915 0.0915
  npmi          0.0125 0.0125
  chi2          39.4806 39.4806
  chi2_ns       39.5812 39.5812
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0081 0.1890
  catcoocc_i    0.0007 0.0173
  catcoocc_ii   3.6115 3.6115
-- ('B', 'ɔ')
  mle           0.0123 0.0196
  pmi           -0.0641 -0.0641
  npmi          -0.0077 -0.0077
  chi2          7.5383 7.5383
  chi2_ns       7.6024 7.6024
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.2777 0.0091
  catcoocc_i    -0.0178 -0.0006
  catcoocc_ii   -0.4830 -0.4830
-- ('B', 'ɔɪ')
  mle           0.0017 0.0270
  pmi           0.2540 0.2540
  npmi          0.0248 0.0248
  chi2          16.0859 16.0859
  chi2_ns       16.3802 16.3802
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.8797 0.0643
  catcoocc_i    0.2234 0.0163
  catcoocc_ii   4.0852 4.0852
-- ('B', 'ɛ')
  mle           0.0267 0.0174
  pmi           -0.1858 -0.1858
  npmi          -0.0248 -0.0248
  chi2          142.3695 142.3695
  chi2_ns       142.5484 142.5484
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.0033 0.2645
  catcoocc_i    -0.0006 -0.0491
  catcoocc_ii   -26.4507 -26.4507
-- ('B', 'ɝ')
  mle           0.0401 0.0242
  pmi           0.1457 0.1457
  npmi          0.0206 0.0206
  chi2          131.5117 131.5117
  chi2_ns       131.6775 131.6775
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.0034 0.3036
  catcoocc_i    0.0005 0.0442
  catcoocc_ii   19.1568 19.1568
-- ('B', 'ɡ')
  mle           0.0160 0.0222
  pmi           0.0612 0.0612
  npmi          0.0076 0.0076
  chi2          9.0330 9.0330
  chi2_ns       9.0984 9.0984
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.1975 0.0053
  catcoocc_i    0.0121 0.0003
  catcoocc_ii   0.5528 0.5528
-- ('B', 'ɪ')
  mle           0.0508 0.0171
  pmi           -0.2009 -0.2009
  npmi          -0.0293 -0.0293
  chi2          327.0379 327.0379
  chi2_ns       327.2361 327.2361
  cramersv      0.0068 0.0068
  cramersv_ns   0.0048 0.0048
  theil_u       0.0095 0.5503
  catcoocc_i    -0.0019 -0.1106
  catcoocc_ii   -65.7066 -65.7066
-- ('B', 'ɹ')
  mle           0.0550 0.0215
  pmi           0.0270 0.0270
  npmi          0.0040 0.0040
  chi2          6.2902 6.2902
  chi2_ns       6.3197 6.3197
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.0061 0.4965
  catcoocc_i    0.0002 0.0134
  catcoocc_ii   0.1698 0.1698
-- ('B', 'ʃ')
  mle           0.0069 0.0125
  pmi           -0.5166 -0.5166
  npmi          -0.0584 -0.0584
  chi2          284.0378 284.0378
  chi2_ns       284.4545 284.4545
  cramersv      0.0064 0.0064
  cramersv_ns   0.0045 0.0045
  theil_u       0.3338 0.0133
  catcoocc_i    -0.1724 -0.0069
  catcoocc_ii   -146.7234 -146.7234
-- ('B', 'ʊ')
  mle           0.0042 0.0338
  pmi           0.4791 0.4791
  npmi          0.0513 0.0513
  chi2          145.4932 145.4932
  chi2_ns       146.1219 146.1219
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.7912 0.0480
  catcoocc_i    0.3790 0.0230
  catcoocc_ii   69.7009 69.7009
-- ('B', 'ʌ')
  mle           0.0857 0.0209
  pmi           -0.0000 -0.0000
  npmi          -0.0000 -0.0000
  chi2          0.0000 0.0000
  chi2_ns       0.0000 0.0000
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0248 0.6498
  catcoocc_i    -0.0000 -0.0000
  catcoocc_ii   -0.0000 -0.0000
-- ('B', 'ʒ')
  mle           0.0004 0.0135
  pmi           -0.4354 -0.4354
  npmi          -0.0376 -0.0376
  chi2          12.4374 12.4374
  chi2_ns       12.7957 12.7957
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.9292 0.0801
  catcoocc_i    -0.4046 -0.0349
  catcoocc_ii   -5.4155 -5.4155
-- ('B', 'θ')
  mle           0.0024 0.0143
  pmi           -0.3799 -0.3799
  npmi          -0.0384 -0.0384
  chi2          52.8253 52.8253
  chi2_ns       53.1487 53.1487
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.7254 0.0348
  catcoocc_i    -0.2756 -0.0132
  catcoocc_ii   -20.0679 -20.0679
-- ('C', 'aɪ')
  mle           0.0104 0.0317
  pmi           -0.2399 -0.2399
  npmi          -0.0308 -0.0308
  chi2          178.0305 178.0305
  chi2_ns       178.2557 178.2557
  cramersv      0.0050 0.0050
  cramersv_ns   0.0036 0.0036
  theil_u       0.5493 0.0154
  catcoocc_i    -0.1318 -0.0037
  catcoocc_ii   -42.7034 -42.7034
-- ('C', 'aʊ')
  mle           0.0032 0.0334
  pmi           -0.1897 -0.1897
  npmi          -0.0212 -0.0212
  chi2          33.9302 33.9302
  chi2_ns       34.1108 34.1108
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.8292 0.0176
  catcoocc_i    -0.1573 -0.0033
  catcoocc_ii   -6.4380 -6.4380
-- ('C', 'b')
  mle           0.0161 0.0273
  pmi           -0.3916 -0.3916
  npmi          -0.0533 -0.0533
  chi2          749.2757 749.2757
  chi2_ns       749.6216 749.6216
  cramersv      0.0104 0.0104
  cramersv_ns   0.0073 0.0073
  theil_u       0.3034 0.0032
  catcoocc_i    -0.1188 -0.0013
  catcoocc_ii   -293.4362 -293.4362
-- ('C', 'd')
  mle           0.0260 0.0283
  pmi           -0.3552 -0.3552
  npmi          -0.0518 -0.0518
  chi2          1007.9760 1007.9760
  chi2_ns       1008.2994 1008.2994
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.0563 0.0029
  catcoocc_i    -0.0200 -0.0010
  catcoocc_ii   -357.9913 -357.9913
-- ('C', 'dʒ')
  mle           0.0050 0.0281
  pmi           -0.3618 -0.3618
  npmi          -0.0426 -0.0426
  chi2          196.7702 196.7702
  chi2_ns       197.0887 197.0887
  cramersv      0.0053 0.0053
  cramersv_ns   0.0037 0.0037
  theil_u       0.7168 0.0152
  catcoocc_i    -0.2593 -0.0055
  catcoocc_ii   -71.1895 -71.1895
-- ('C', 'eɪ')
  mle           0.0133 0.0338
  pmi           -0.1757 -0.1757
  npmi          -0.0233 -0.0233
  chi2          123.0080 123.0080
  chi2_ns       123.1786 123.1786
  cramersv      0.0042 0.0042
  cramersv_ns   0.0029 0.0029
  theil_u       0.4804 0.0135
  catcoocc_i    -0.0844 -0.0024
  catcoocc_ii   -21.6172 -21.6172
-- ('C', 'f')
  mle           0.0117 0.0290
  pmi           -0.3291 -0.3291
  npmi          -0.0430 -0.0430
  chi2          380.6757 380.6757
  chi2_ns       380.9727 380.9727
  cramersv      0.0074 0.0074
  cramersv_ns   0.0052 0.0052
  theil_u       0.4725 0.0128
  catcoocc_i    -0.1555 -0.0042
  catcoocc_ii   -125.2807 -125.2807
-- ('C', 'h')
  mle           0.0049 0.0193
  pmi           -0.7363 -0.7363
  npmi          -0.0863 -0.0863
  chi2          817.2792 817.2792
  chi2_ns       817.8277 817.8277
  cramersv      0.0108 0.0108
  cramersv_ns   0.0076 0.0076
  theil_u       0.6296 0.0097
  catcoocc_i    -0.4636 -0.0072
  catcoocc_ii   -601.7522 -601.7522
-- ('C', 'i')
  mle           0.0357 0.0372
  pmi           -0.0815 -0.0815
  npmi          -0.0125 -0.0125
  chi2          72.3716 72.3716
  chi2_ns       72.4565 72.4565
  cramersv      0.0032 0.0032
  cramersv_ns   0.0022 0.0022
  theil_u       0.0292 0.0042
  catcoocc_i    -0.0024 -0.0003
  catcoocc_ii   -5.9014 -5.9014
-- ('C', 'j')
  mle           0.0056 0.0386
  pmi           -0.0431 -0.0431
  npmi          -0.0051 -0.0051
  chi2          2.9947 2.9947
  chi2_ns       3.0387 3.0387
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.7653 0.0228
  catcoocc_i    -0.0330 -0.0010
  catcoocc_ii   -0.1290 -0.1290
-- ('C', 'k')
  mle           0.1223 0.0999
  pmi           0.9065 0.9065
  npmi          0.1707 0.1707
  chi2          33202.2520 33202.2520
  chi2_ns       33203.8696 33203.8696
  cramersv      0.0690 0.0690
  cramersv_ns   0.0488 0.0488
  theil_u       0.0047 0.1338
  catcoocc_i    0.0043 0.1213
  catcoocc_ii   30098.4969 30098.4969
-- ('C', 'l')
  mle           0.0500 0.0355
  pmi           -0.1286 -0.1286
  npmi          -0.0207 -0.0207
  chi2          257.2295 257.2295
  chi2_ns       257.3628 257.3628
  cramersv      0.0061 0.0061
  cramersv_ns   0.0043 0.0043
  theil_u       0.0071 0.2163
  catcoocc_i    -0.0009 -0.0278
  catcoocc_ii   -33.0790 -33.0790
-- ('C', 'm')
  mle           0.0309 0.0368
  pmi           -0.0917 -0.0917
  npmi          -0.0137 -0.0137
  chi2          78.8662 78.8662
  chi2_ns       78.9607 78.9607
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.1102 0.0042
  catcoocc_i    -0.0101 -0.0004
  catcoocc_ii   -7.2299 -7.2299
-- ('C', 'n')
  mle           0.0658 0.0361
  pmi           -0.1113 -0.1113
  npmi          -0.0188 -0.0188
  chi2          258.4451 258.4451
  chi2_ns       258.5636 258.5636
  cramersv      0.0061 0.0061
  cramersv_ns   0.0043 0.0043
  theil_u       0.0046 0.3508
  catcoocc_i    -0.0005 -0.0390
  catcoocc_ii   -28.7705 -28.7705
-- ('C', 'oʊ')
  mle           0.0210 0.0416
  pmi           0.0304 0.0304
  npmi          0.0043 0.0043
  chi2          5.7740 5.7740
  chi2_ns       5.8068 5.8068
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.3770 0.0105
  catcoocc_i    0.0114 0.0003
  catcoocc_ii   0.1753 0.1753
-- ('C', 'p')
  mle           0.0207 0.0359
  pmi           -0.1158 -0.1158
  npmi          -0.0163 -0.0163
  chi2          83.4319 83.4319
  chi2_ns       83.5485 83.5485
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.3123 0.0037
  catcoocc_i    -0.0362 -0.0004
  catcoocc_ii   -9.6636 -9.6636
-- ('C', 's')
  mle           0.0660 0.0452
  pmi           0.1136 0.1136
  npmi          0.0192 0.0192
  chi2          265.4208 265.4208
  chi2_ns       265.5539 265.5539
  cramersv      0.0062 0.0062
  cramersv_ns   0.0043 0.0043
  theil_u       0.0010 0.2360
  catcoocc_i    0.0001 0.0268
  catcoocc_ii   30.1401 30.1401
-- ('C', 't')
  mle           0.0518 0.0354
  pmi           -0.1312 -0.1312
  npmi          -0.0213 -0.0213
  chi2          278.3093 278.3093
  chi2_ns       278.4455 278.4455
  cramersv      0.0063 0.0063
  cramersv_ns   0.0044 0.0044
  theil_u       0.0003 0.2380
  catcoocc_i    -0.0000 -0.0312
  catcoocc_ii   -36.5007 -36.5007
-- ('C', 'tʃ')
  mle           0.0189 0.1317
  pmi           1.1836 1.1836
  npmi          0.1649 0.1649
  chi2          8787.0683 8787.0683
  chi2_ns       8789.4431 8789.4431
  cramersv      0.0355 0.0355
  cramersv_ns   0.0251 0.0251
  theil_u       0.7622 0.0219
  catcoocc_i    0.9021 0.0259
  catcoocc_ii   10400.0608 10400.0608
-- ('C', 'u')
  mle           0.0099 0.0375
  pmi           -0.0740 -0.0740
  npmi          -0.0095 -0.0095
  chi2          15.9748 15.9748
  chi2_ns       16.0499 16.0499
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.6204 0.0109
  catcoocc_i    -0.0459 -0.0008
  catcoocc_ii   -1.1829 -1.1829
-- ('C', 'v')
  mle           0.0094 0.0303
  pmi           -0.2865 -0.2865
  npmi          -0.0364 -0.0364
  chi2          230.7933 230.7933
  chi2_ns       231.0561 231.0561
  cramersv      0.0057 0.0057
  cramersv_ns   0.0041 0.0041
  theil_u       0.5615 0.0124
  catcoocc_i    -0.1609 -0.0035
  catcoocc_ii   -66.1145 -66.1145
-- ('C', 'w')
  mle           0.0051 0.0209
  pmi           -0.6598 -0.6598
  npmi          -0.0777 -0.0777
  chi2          683.5218 683.5218
  chi2_ns       684.0301 684.0301
  cramersv      0.0099 0.0099
  cramersv_ns   0.0070 0.0070
  theil_u       0.6400 0.0111
  catcoocc_i    -0.4223 -0.0073
  catcoocc_ii   -450.9837 -450.9837
-- ('C', 'z')
  mle           0.0238 0.0302
  pmi           -0.2880 -0.2880
  npmi          -0.0414 -0.0414
  chi2          602.0540 602.0540
  chi2_ns       602.3233 602.3233
  cramersv      0.0093 0.0093
  cramersv_ns   0.0066 0.0066
  theil_u       0.1502 0.0052
  catcoocc_i    -0.0433 -0.0015
  catcoocc_ii   -173.4082 -173.4082
-- ('C', 'æ')
  mle           0.0294 0.0474
  pmi           0.1624 0.1624
  npmi          0.0241 0.0241
  chi2          233.8207 233.8207
  chi2_ns       234.0091 234.0091
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.2790 0.0045
  catcoocc_i    0.0453 0.0007
  catcoocc_ii   37.9625 37.9625
-- ('C', 'ð')
  mle           0.0002 0.0093
  pmi           -1.4720 -1.4720
  npmi          -0.1232 -0.1232
  chi2          120.6046 120.6046
  chi2_ns       121.4067 121.4067
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.9576 0.0738
  catcoocc_i    -1.4096 -0.1087
  catcoocc_ii   -177.5270 -177.5270
-- ('C', 'ŋ')
  mle           0.0081 0.0265
  pmi           -0.4201 -0.4201
  npmi          -0.0523 -0.0523
  chi2          428.3538 428.3538
  chi2_ns       428.7156 428.7156
  cramersv      0.0078 0.0078
  cramersv_ns   0.0055 0.0055
  theil_u       0.5704 0.0114
  catcoocc_i    -0.2396 -0.0048
  catcoocc_ii   -179.9539 -179.9539
-- ('C', 'ɑ')
  mle           0.0325 0.0467
  pmi           0.1456 0.1456
  npmi          0.0219 0.0219
  chi2          208.4785 208.4785
  chi2_ns       208.6465 208.6465
  cramersv      0.0055 0.0055
  cramersv_ns   0.0038 0.0038
  theil_u       0.2194 0.0068
  catcoocc_i    0.0319 0.0010
  catcoocc_ii   30.3634 30.3634
-- ('C', 'ɔ')
  mle           0.0109 0.0338
  pmi           -0.1767 -0.1767
  npmi          -0.0229 -0.0229
  chi2          101.6699 101.6699
  chi2_ns       101.8408 101.8408
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.5538 0.0155
  catcoocc_i    -0.0978 -0.0027
  catcoocc_ii   -17.9600 -17.9600
-- ('C', 'ɔɪ')
  mle           0.0009 0.0274
  pmi           -0.3868 -0.3868
  npmi          -0.0378 -0.0378
  chi2          39.3398 39.3398
  chi2_ns       39.6738 39.6738
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.9300 0.0489
  catcoocc_i    -0.3597 -0.0189
  catcoocc_ii   -15.2166 -15.2166
-- ('C', 'ɛ')
  mle           0.0317 0.0398
  pmi           -0.0141 -0.0141
  npmi          -0.0021 -0.0021
  chi2          1.9055 1.9055
  chi2_ns       1.9205 1.9205
  cramersv      0.0004 0.0004
  cramersv_ns   0.0000 0.0000
  theil_u       0.1412 0.0044
  catcoocc_i    -0.0020 -0.0001
  catcoocc_ii   -0.0269 -0.0269
-- ('C', 'ɝ')
  mle           0.0266 0.0310
  pmi           -0.2630 -0.2630
  npmi          -0.0385 -0.0385
  chi2          563.3602 563.3602
  chi2_ns       563.6098 563.6098
  cramersv      0.0090 0.0090
  cramersv_ns   0.0063 0.0063
  theil_u       0.0971 0.0042
  catcoocc_i    -0.0255 -0.0011
  catcoocc_ii   -148.1755 -148.1755
-- ('C', 'ɡ')
  mle           0.0061 0.0163
  pmi           -0.9055 -0.9055
  npmi          -0.1090 -0.1090
  chi2          1594.2607 1594.2607
  chi2_ns       1594.8908 1594.8908
  cramersv      0.0151 0.0151
  cramersv_ns   0.0107 0.0107
  theil_u       0.4978 0.0125
  catcoocc_i    -0.4507 -0.0113
  catcoocc_ii   -1443.5624 -1443.5624
-- ('C', 'ɪ')
  mle           0.0650 0.0422
  pmi           0.0459 0.0459
  npmi          0.0077 0.0077
  chi2          42.8915 42.8915
  chi2_ns       42.9437 42.9437
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0069 0.2653
  catcoocc_i    0.0003 0.0122
  catcoocc_ii   1.9702 1.9702
-- ('C', 'ɹ')
  mle           0.0504 0.0380
  pmi           -0.0609 -0.0609
  npmi          -0.0098 -0.0098
  chi2          57.9081 57.9081
  chi2_ns       57.9731 57.9731
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.0019 0.1822
  catcoocc_i    -0.0001 -0.0111
  catcoocc_ii   -3.5268 -3.5268
-- ('C', 'ʃ')
  mle           0.0142 0.0496
  pmi           0.2064 0.2064
  npmi          0.0277 0.0277
  chi2          180.5675 180.5675
  chi2_ns       180.8092 180.8092
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.5899 0.0104
  catcoocc_i    0.1218 0.0022
  catcoocc_ii   37.2766 37.2766
-- ('C', 'ʊ')
  mle           0.0017 0.0270
  pmi           -0.4009 -0.4009
  npmi          -0.0419 -0.0419
  chi2          82.7006 82.7006
  chi2_ns       83.0453 83.0453
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.8771 0.0300
  catcoocc_i    -0.3516 -0.0120
  catcoocc_ii   -33.1550 -33.1550
-- ('C', 'ʌ')
  mle           0.0923 0.0435
  pmi           0.0747 0.0747
  npmi          0.0134 0.0134
  chi2          165.2644 165.2644
  chi2_ns       165.3528 165.3528
  cramersv      0.0049 0.0049
  cramersv_ns   0.0034 0.0034
  theil_u       0.0096 0.4205
  catcoocc_i    0.0007 0.0314
  catcoocc_ii   12.3423 12.3423
-- ('C', 'ʒ')
  mle           0.0005 0.0264
  pmi           -0.4224 -0.4224
  npmi          -0.0387 -0.0387
  chi2          23.6294 23.6294
  chi2_ns       23.9873 23.9873
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.9595 0.0746
  catcoocc_i    -0.4053 -0.0315
  catcoocc_ii   -9.9822 -9.9822
-- ('C', 'θ')
  mle           0.0019 0.0212
  pmi           -0.6416 -0.6416
  npmi          -0.0676 -0.0676
  chi2          234.2873 234.2873
  chi2_ns       234.7822 234.7822
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.8377 0.0188
  catcoocc_i    -0.5375 -0.0121
  catcoocc_ii   -150.3274 -150.3274
-- ('D', 'aɪ')
  mle           0.0157 0.0411
  pmi           0.1718 0.1718
  npmi          0.0228 0.0228
  chi2          117.2683 117.2683
  chi2_ns       117.4650 117.4650
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.4950 0.0208
  catcoocc_i    0.0851 0.0036
  catcoocc_ii   20.1497 20.1497
-- ('D', 'aʊ')
  mle           0.0046 0.0409
  pmi           0.1663 0.1663
  npmi          0.0190 0.0190
  chi2          31.7022 31.7022
  chi2_ns       31.8901 31.8901
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.8074 0.0332
  catcoocc_i    0.1343 0.0055
  catcoocc_ii   5.2729 5.2729
-- ('D', 'b')
  mle           0.0191 0.0278
  pmi           -0.2178 -0.2178
  npmi          -0.0297 -0.0297
  chi2          232.9130 232.9130
  chi2_ns       233.1206 233.1206
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.2252 0.0068
  catcoocc_i    -0.0490 -0.0015
  catcoocc_ii   -50.7193 -50.7193
-- ('D', 'd')
  mle           0.1587 0.1483
  pmi           1.4552 1.4552
  npmi          0.2796 0.2796
  chi2          103865.3890 103865.3890
  chi2_ns       103868.9232 103868.9232
  cramersv      0.1220 0.1220
  cramersv_ns   0.0862 0.0862
  theil_u       0.0053 0.0480
  catcoocc_i    0.0078 0.0698
  catcoocc_ii   151149.9364 151149.9364
-- ('D', 'dʒ')
  mle           0.0072 0.0345
  pmi           -0.0034 -0.0034
  npmi          -0.0004 -0.0004
  chi2          0.0179 0.0179
  chi2_ns       0.0213 0.0213
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.6816 0.0245
  catcoocc_i    -0.0023 -0.0001
  catcoocc_ii   -0.0001 -0.0001
-- ('D', 'eɪ')
  mle           0.0163 0.0355
  pmi           0.0266 0.0266
  npmi          0.0036 0.0036
  chi2          2.9173 2.9173
  chi2_ns       2.9457 2.9457
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.4186 0.0177
  catcoocc_i    0.0111 0.0005
  catcoocc_ii   0.0777 0.0777
-- ('D', 'f')
  mle           0.0148 0.0314
  pmi           -0.0961 -0.0961
  npmi          -0.0127 -0.0127
  chi2          34.6030 34.6030
  chi2_ns       34.6994 34.6994
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.4098 0.0166
  catcoocc_i    -0.0394 -0.0016
  catcoocc_ii   -3.3261 -3.3261
-- ('D', 'h')
  mle           0.0099 0.0338
  pmi           -0.0244 -0.0244
  npmi          -0.0031 -0.0031
  chi2          1.4705 1.4705
  chi2_ns       1.4956 1.4956
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.5836 0.0205
  catcoocc_i    -0.0143 -0.0005
  catcoocc_ii   -0.0359 -0.0359
-- ('D', 'i')
  mle           0.0339 0.0303
  pmi           -0.1321 -0.1321
  npmi          -0.0196 -0.0196
  chi2          154.2349 154.2349
  chi2_ns       154.3682 154.3682
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0059 0.0772
  catcoocc_i    -0.0008 -0.0102
  catcoocc_ii   -20.3788 -20.3788
-- ('D', 'j')
  mle           0.0038 0.0228
  pmi           -0.4154 -0.4154
  npmi          -0.0465 -0.0465
  chi2          168.1924 168.1924
  chi2_ns       168.5464 168.5464
  cramersv      0.0049 0.0049
  cramersv_ns   0.0035 0.0035
  theil_u       0.7354 0.0241
  catcoocc_i    -0.3055 -0.0100
  catcoocc_ii   -69.8719 -69.8719
-- ('D', 'k')
  mle           0.0329 0.0231
  pmi           -0.4052 -0.4052
  npmi          -0.0598 -0.0598
  chi2          1443.1231 1443.1231
  chi2_ns       1443.4861 1443.4861
  cramersv      0.0144 0.0144
  cramersv_ns   0.0102 0.0102
  theil_u       0.0078 0.2236
  catcoocc_i    -0.0031 -0.0906
  catcoocc_ii   -584.8168 -584.8168
-- ('D', 'l')
  mle           0.0491 0.0299
  pmi           -0.1456 -0.1456
  npmi          -0.0228 -0.0228
  chi2          276.6834 276.6834
  chi2_ns       276.8323 276.8323
  cramersv      0.0063 0.0063
  cramersv_ns   0.0044 0.0044
  theil_u       0.0078 0.2987
  catcoocc_i    -0.0011 -0.0435
  catcoocc_ii   -40.2944 -40.2944
-- ('D', 'm')
  mle           0.0251 0.0257
  pmi           -0.2983 -0.2983
  npmi          -0.0423 -0.0423
  chi2          583.3915 583.3915
  chi2_ns       583.6679 583.6679
  cramersv      0.0091 0.0091
  cramersv_ns   0.0065 0.0065
  theil_u       0.0157 0.0033
  catcoocc_i    -0.0047 -0.0010
  catcoocc_ii   -174.0063 -174.0063
-- ('D', 'n')
  mle           0.0702 0.0330
  pmi           -0.0469 -0.0469
  npmi          -0.0078 -0.0078
  chi2          41.5823 41.5823
  chi2_ns       41.6335 41.6335
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0113 0.4208
  catcoocc_i    -0.0005 -0.0197
  catcoocc_ii   -1.9485 -1.9485
-- ('D', 'oʊ')
  mle           0.0186 0.0316
  pmi           -0.0906 -0.0906
  npmi          -0.0123 -0.0123
  chi2          38.9646 38.9646
  chi2_ns       39.0560 39.0560
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.3051 0.0073
  catcoocc_i    -0.0276 -0.0007
  catcoocc_ii   -3.5285 -3.5285
-- ('D', 'p')
  mle           0.0165 0.0245
  pmi           -0.3434 -0.3434
  npmi          -0.0460 -0.0460
  chi2          502.9605 502.9605
  chi2_ns       503.2687 503.2687
  cramersv      0.0085 0.0085
  cramersv_ns   0.0060 0.0060
  theil_u       0.2353 0.0070
  catcoocc_i    -0.0808 -0.0024
  catcoocc_ii   -172.7375 -172.7375
-- ('D', 's')
  mle           0.0431 0.0253
  pmi           -0.3125 -0.3125
  npmi          -0.0480 -0.0480
  chi2          1127.8069 1127.8069
  chi2_ns       1128.1023 1128.1023
  cramersv      0.0127 0.0127
  cramersv_ns   0.0090 0.0090
  theil_u       -0.0016 0.3166
  catcoocc_i    0.0005 -0.0989
  catcoocc_ii   -352.4602 -352.4602
-- ('D', 't')
  mle           0.0442 0.0259
  pmi           -0.2910 -0.2910
  npmi          -0.0449 -0.0449
  chi2          1001.5908 1001.5908
  chi2_ns       1001.8687 1001.8687
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.0008 0.3187
  catcoocc_i    -0.0002 -0.0928
  catcoocc_ii   -291.4517 -291.4517
-- ('D', 'tʃ')
  mle           0.0032 0.0193
  pmi           -0.5844 -0.5844
  npmi          -0.0642 -0.0642
  chi2          285.4710 285.4710
  chi2_ns       285.9319 285.9319
  cramersv      0.0064 0.0064
  cramersv_ns   0.0045 0.0045
  theil_u       0.7322 0.0238
  catcoocc_i    -0.4279 -0.0139
  catcoocc_ii   -166.8379 -166.8379
-- ('D', 'u')
  mle           0.0097 0.0317
  pmi           -0.0864 -0.0864
  npmi          -0.0108 -0.0108
  chi2          18.3125 18.3125
  chi2_ns       18.3990 18.3990
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.5730 0.0212
  catcoocc_i    -0.0495 -0.0018
  catcoocc_ii   -1.5818 -1.5818
-- ('D', 'v')
  mle           0.0102 0.0281
  pmi           -0.2088 -0.2088
  npmi          -0.0263 -0.0263
  chi2          112.5754 112.5754
  chi2_ns       112.7729 112.7729
  cramersv      0.0040 0.0040
  cramersv_ns   0.0028 0.0028
  theil_u       0.5090 0.0217
  catcoocc_i    -0.1063 -0.0045
  catcoocc_ii   -23.5055 -23.5055
-- ('D', 'w')
  mle           0.0103 0.0362
  pmi           0.0439 0.0439
  npmi          0.0055 0.0055
  chi2          4.9975 4.9975
  chi2_ns       5.0444 5.0444
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.5950 0.0216
  catcoocc_i    0.0261 0.0009
  catcoocc_ii   0.2196 0.2196
-- ('D', 'z')
  mle           0.0264 0.0287
  pmi           -0.1856 -0.1856
  npmi          -0.0265 -0.0265
  chi2          235.0694 235.0694
  chi2_ns       235.2506 235.2506
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.0581 0.0044
  catcoocc_i    -0.0108 -0.0008
  catcoocc_ii   -43.6201 -43.6201
-- ('D', 'æ')
  mle           0.0255 0.0353
  pmi           0.0199 0.0199
  npmi          0.0028 0.0028
  chi2          2.5693 2.5693
  chi2_ns       2.5906 2.5906
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.1984 0.0069
  catcoocc_i    0.0039 0.0001
  catcoocc_ii   0.0511 0.0511
-- ('D', 'ð')
  mle           0.0004 0.0197
  pmi           -0.5610 -0.5610
  npmi          -0.0501 -0.0501
  chi2          31.7048 31.7048
  chi2_ns       32.1483 32.1483
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.9519 0.0926
  catcoocc_i    -0.5340 -0.0520
  catcoocc_ii   -17.7865 -17.7865
-- ('D', 'ŋ')
  mle           0.0084 0.0236
  pmi           -0.3811 -0.3811
  npmi          -0.0468 -0.0468
  chi2          311.6651 311.6651
  chi2_ns       311.9973 311.9973
  cramersv      0.0067 0.0067
  cramersv_ns   0.0047 0.0047
  theil_u       0.5185 0.0222
  catcoocc_i    -0.1976 -0.0084
  catcoocc_ii   -118.7701 -118.7701
-- ('D', 'ɑ')
  mle           0.0253 0.0312
  pmi           -0.1041 -0.1041
  npmi          -0.0148 -0.0148
  chi2          70.6933 70.6933
  chi2_ns       70.7987 70.7987
  cramersv      0.0032 0.0032
  cramersv_ns   0.0022 0.0022
  theil_u       0.1323 0.0053
  catcoocc_i    -0.0138 -0.0006
  catcoocc_ii   -7.3617 -7.3617
-- ('D', 'ɔ')
  mle           0.0118 0.0314
  pmi           -0.0984 -0.0984
  npmi          -0.0126 -0.0126
  chi2          29.0160 29.0160
  chi2_ns       29.1144 29.1144
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.4997 0.0213
  catcoocc_i    -0.0492 -0.0021
  catcoocc_ii   -2.8565 -2.8565
-- ('D', 'ɔɪ')
  mle           0.0015 0.0395
  pmi           0.1327 0.1327
  npmi          0.0134 0.0134
  chi2          6.4729 6.4729
  chi2_ns       6.6193 6.6193
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.9208 0.0626
  catcoocc_i    0.1222 0.0083
  catcoocc_ii   0.8588 0.8588
-- ('D', 'ɛ')
  mle           0.0328 0.0353
  pmi           0.0190 0.0190
  npmi          0.0028 0.0028
  chi2          3.0253 3.0253
  chi2_ns       3.0457 3.0457
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.0490 0.0047
  catcoocc_i    0.0009 0.0001
  catcoocc_ii   0.0573 0.0573
-- ('D', 'ɝ')
  mle           0.0307 0.0306
  pmi           -0.1225 -0.1225
  npmi          -0.0179 -0.0179
  chi2          119.2785 119.2785
  chi2_ns       119.4022 119.4022
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.0029 0.0037
  catcoocc_i    -0.0004 -0.0005
  catcoocc_ii   -14.6086 -14.6086
-- ('D', 'ɡ')
  mle           0.0125 0.0286
  pmi           -0.1894 -0.1894
  npmi          -0.0245 -0.0245
  chi2          113.9655 113.9655
  chi2_ns       114.1469 114.1469
  cramersv      0.0040 0.0040
  cramersv_ns   0.0028 0.0028
  theil_u       0.4381 0.0189
  catcoocc_i    -0.0830 -0.0036
  catcoocc_ii   -21.5870 -21.5870
-- ('D', 'ɪ')
  mle           0.0663 0.0369
  pmi           0.0645 0.0645
  npmi          0.0106 0.0106
  chi2          73.4162 73.4162
  chi2_ns       73.4898 73.4898
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.0072 0.3430
  catcoocc_i    0.0005 0.0221
  catcoocc_ii   4.7328 4.7328
-- ('D', 'ɹ')
  mle           0.0508 0.0328
  pmi           -0.0523 -0.0523
  npmi          -0.0082 -0.0082
  chi2          36.6492 36.6492
  chi2_ns       36.7049 36.7049
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       -0.0014 0.2677
  catcoocc_i    0.0001 -0.0140
  catcoocc_ii   -1.9150 -1.9150
-- ('D', 'ʃ')
  mle           0.0072 0.0214
  pmi           -0.4786 -0.4786
  npmi          -0.0577 -0.0577
  chi2          423.9101 423.9101
  chi2_ns       424.3086 424.3086
  cramersv      0.0078 0.0078
  cramersv_ns   0.0055 0.0055
  theil_u       0.5399 0.0217
  catcoocc_i    -0.2584 -0.0104
  catcoocc_ii   -202.8969 -202.8969
-- ('D', 'ʊ')
  mle           0.0036 0.0484
  pmi           0.3363 0.3363
  npmi          0.0374 0.0374
  chi2          103.3254 103.3254
  chi2_ns       103.7401 103.7401
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.8611 0.0359
  catcoocc_i    0.2896 0.0121
  catcoocc_ii   34.7474 34.7474
-- ('D', 'ʌ')
  mle           0.0772 0.0312
  pmi           -0.1045 -0.1045
  npmi          -0.0176 -0.0176
  chi2          230.7113 230.7113
  chi2_ns       230.8237 230.8237
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.0112 0.4837
  catcoocc_i    -0.0012 -0.0505
  catcoocc_ii   -24.1049 -24.1049
-- ('D', 'ʒ')
  mle           0.0004 0.0225
  pmi           -0.4312 -0.4312
  npmi          -0.0389 -0.0389
  chi2          20.7797 20.7797
  chi2_ns       21.1413 21.1413
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.9540 0.0991
  catcoocc_i    -0.4114 -0.0427
  catcoocc_ii   -8.9606 -8.9606
-- ('D', 'θ')
  mle           0.0019 0.0185
  pmi           -0.6243 -0.6243
  npmi          -0.0648 -0.0648
  chi2          192.0393 192.0393
  chi2_ns       192.5217 192.5217
  cramersv      0.0052 0.0052
  cramersv_ns   0.0037 0.0037
  theil_u       0.8170 0.0324
  catcoocc_i    -0.5101 -0.0202
  catcoocc_ii   -119.8948 -119.8948
-- ('E', 'aɪ')
  mle           0.0161 0.1354
  pmi           0.1994 0.1994
  npmi          0.0315 0.0315
  chi2          566.1235 566.1235
  chi2_ns       566.3750 566.3750
  cramersv      0.0090 0.0090
  cramersv_ns   0.0064 0.0064
  theil_u       0.7976 0.0229
  catcoocc_i    0.1590 0.0046
  catcoocc_ii   112.8889 112.8889
-- ('E', 'aʊ')
  mle           0.0030 0.0863
  pmi           -0.2510 -0.2510
  npmi          -0.0314 -0.0314
  chi2          166.7822 166.7822
  chi2_ns       167.0328 167.0328
  cramersv      0.0049 0.0049
  cramersv_ns   0.0034 0.0034
  theil_u       0.9255 0.0339
  catcoocc_i    -0.2323 -0.0085
  catcoocc_ii   -41.8699 -41.8699
-- ('E', 'b')
  mle           0.0239 0.1115
  pmi           0.0054 0.0054
  npmi          0.0009 0.0009
  chi2          0.6062 0.6062
  chi2_ns       0.6124 0.6124
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.6731 0.0161
  catcoocc_i    0.0036 0.0001
  catcoocc_ii   0.0033 0.0033
-- ('E', 'd')
  mle           0.0424 0.1271
  pmi           0.1362 0.1362
  npmi          0.0254 0.0254
  chi2          712.7099 712.7099
  chi2_ns       712.8803 712.8803
  cramersv      0.0101 0.0101
  cramersv_ns   0.0071 0.0071
  theil_u       0.5396 0.0147
  catcoocc_i    0.0735 0.0020
  catcoocc_ii   97.0738 97.0738
-- ('E', 'dʒ')
  mle           0.0088 0.1343
  pmi           0.1915 0.1915
  npmi          0.0276 0.0276
  chi2          282.4111 282.4111
  chi2_ns       282.6502 282.6502
  cramersv      0.0063 0.0063
  cramersv_ns   0.0045 0.0045
  theil_u       0.8747 0.0243
  catcoocc_i    0.1675 0.0046
  catcoocc_ii   54.0756 54.0756
-- ('E', 'eɪ')
  mle           0.0166 0.1160
  pmi           0.0452 0.0452
  npmi          0.0072 0.0072
  chi2          30.0383 30.0383
  chi2_ns       30.0912 30.0912
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.7634 0.0181
  catcoocc_i    0.0345 0.0008
  catcoocc_ii   1.3578 1.3578
-- ('E', 'f')
  mle           0.0159 0.1087
  pmi           -0.0198 -0.0198
  npmi          -0.0031 -0.0031
  chi2          5.5289 5.5289
  chi2_ns       5.5513 5.5513
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.7595 0.0177
  catcoocc_i    -0.0151 -0.0004
  catcoocc_ii   -0.1097 -0.1097
-- ('E', 'h')
  mle           0.0104 0.1131
  pmi           0.0199 0.0199
  npmi          0.0029 0.0029
  chi2          3.5760 3.5760
  chi2_ns       3.5988 3.5988
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.8349 0.0246
  catcoocc_i    0.0166 0.0005
  catcoocc_ii   0.0710 0.0710
-- ('E', 'i')
  mle           0.0477 0.1367
  pmi           0.2091 0.2091
  npmi          0.0399 0.0399
  chi2          1895.8254 1895.8254
  chi2_ns       1896.0975 1896.0975
  cramersv      0.0165 0.0165
  cramersv_ns   0.0116 0.0116
  theil_u       0.5280 0.0129
  catcoocc_i    0.1104 0.0027
  catcoocc_ii   396.3746 396.3746
-- ('E', 'j')
  mle           0.0051 0.0985
  pmi           -0.1182 -0.1182
  npmi          -0.0158 -0.0158
  chi2          62.9796 62.9796
  chi2_ns       63.1057 63.1057
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.8969 0.0246
  catcoocc_i    -0.1060 -0.0029
  catcoocc_ii   -7.4461 -7.4461
-- ('E', 'k')
  mle           0.0425 0.0954
  pmi           -0.1509 -0.1509
  npmi          -0.0282 -0.0282
  chi2          887.9698 887.9698
  chi2_ns       888.1355 888.1355
  cramersv      0.0113 0.0113
  cramersv_ns   0.0080 0.0080
  theil_u       0.4348 0.0005
  catcoocc_i    -0.0656 -0.0001
  catcoocc_ii   -134.0326 -134.0326
-- ('E', 'l')
  mle           0.0581 0.1134
  pmi           0.0227 0.0227
  npmi          0.0045 0.0045
  chi2          27.6433 27.6433
  chi2_ns       27.6707 27.6707
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.3714 0.0032
  catcoocc_i    0.0084 0.0001
  catcoocc_ii   0.6278 0.6278
-- ('E', 'm')
  mle           0.0313 0.1023
  pmi           -0.0806 -0.0806
  npmi          -0.0142 -0.0142
  chi2          183.0490 183.0490
  chi2_ns       183.1392 183.1392
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.5698 0.0161
  catcoocc_i    -0.0459 -0.0013
  catcoocc_ii   -14.7548 -14.7548
-- ('E', 'n')
  mle           0.0723 0.1090
  pmi           -0.0170 -0.0170
  npmi          -0.0035 -0.0035
  chi2          19.7300 19.7300
  chi2_ns       19.7505 19.7505
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.2434 0.0027
  catcoocc_i    -0.0041 -0.0000
  catcoocc_ii   -0.3363 -0.3363
-- ('E', 'oʊ')
  mle           0.0161 0.0876
  pmi           -0.2360 -0.2360
  npmi          -0.0373 -0.0373
  chi2          801.0318 801.0318
  chi2_ns       801.2731 801.2731
  cramersv      0.0107 0.0107
  cramersv_ns   0.0076 0.0076
  theil_u       0.7118 0.0169
  catcoocc_i    -0.1680 -0.0040
  catcoocc_ii   -189.0458 -189.0458
-- ('E', 'p')
  mle           0.0237 0.1129
  pmi           0.0177 0.0177
  npmi          0.0030 0.0030
  chi2          6.5794 6.5794
  chi2_ns       6.5999 6.5999
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.6771 0.0159
  catcoocc_i    0.0120 0.0003
  catcoocc_ii   0.1164 0.1164
-- ('E', 's')
  mle           0.0593 0.1116
  pmi           0.0065 0.0065
  npmi          0.0013 0.0013
  chi2          2.3184 2.3184
  chi2_ns       2.3262 2.3262
  cramersv      0.0004 0.0004
  cramersv_ns   0.0002 0.0002
  theil_u       0.3542 0.0038
  catcoocc_i    0.0023 0.0000
  catcoocc_ii   0.0151 0.0151
-- ('E', 't')
  mle           0.0610 0.1145
  pmi           0.0319 0.0319
  npmi          0.0064 0.0064
  chi2          57.4646 57.4646
  chi2_ns       57.5033 57.5033
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.3515 0.0040
  catcoocc_i    0.0112 0.0001
  catcoocc_ii   1.8338 1.8338
-- ('E', 'tʃ')
  mle           0.0052 0.0988
  pmi           -0.1153 -0.1153
  npmi          -0.0155 -0.0155
  chi2          60.1567 60.1567
  chi2_ns       60.2798 60.2798
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.8953 0.0243
  catcoocc_i    -0.1033 -0.0028
  catcoocc_ii   -6.9384 -6.9384
-- ('E', 'u')
  mle           0.0095 0.0995
  pmi           -0.1079 -0.1079
  npmi          -0.0158 -0.0158
  chi2          97.7747 97.7747
  chi2_ns       97.8910 97.8910
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.8312 0.0260
  catcoocc_i    -0.0897 -0.0028
  catcoocc_ii   -10.5543 -10.5543
-- ('E', 'v')
  mle           0.0160 0.1412
  pmi           0.2414 0.2414
  npmi          0.0381 0.0381
  chi2          823.8427 823.8427
  chi2_ns       824.1537 824.1537
  cramersv      0.0109 0.0109
  cramersv_ns   0.0077 0.0077
  theil_u       0.8027 0.0239
  catcoocc_i    0.1938 0.0058
  catcoocc_ii   198.9136 198.9136
-- ('E', 'w')
  mle           0.0102 0.1138
  pmi           0.0260 0.0260
  npmi          0.0038 0.0038
  chi2          6.0077 6.0077
  chi2_ns       6.0376 6.0376
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.8401 0.0248
  catcoocc_i    0.0218 0.0006
  catcoocc_ii   0.1562 0.1562
-- ('E', 'z')
  mle           0.0336 0.1173
  pmi           0.0562 0.0562
  npmi          0.0101 0.0101
  chi2          95.4138 95.4138
  chi2_ns       95.4810 95.4810
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.5930 0.0179
  catcoocc_i    0.0333 0.0010
  catcoocc_ii   5.3652 5.3652
-- ('E', 'æ')
  mle           0.0162 0.0719
  pmi           -0.4332 -0.4332
  npmi          -0.0685 -0.0685
  chi2          2761.6574 2761.6574
  chi2_ns       2762.0630 2762.0630
  cramersv      0.0199 0.0199
  cramersv_ns   0.0141 0.0141
  theil_u       0.6613 0.0167
  catcoocc_i    -0.2865 -0.0072
  catcoocc_ii   -1196.3520 -1196.3520
-- ('E', 'ð')
  mle           0.0010 0.1514
  pmi           0.3112 0.3112
  npmi          0.0340 0.0340
  chi2          80.4872 80.4872
  chi2_ns       80.8976 80.8976
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.9823 0.0748
  catcoocc_i    0.3057 0.0233
  catcoocc_ii   25.0513 25.0513
-- ('E', 'ŋ')
  mle           0.0079 0.0718
  pmi           -0.4342 -0.4342
  npmi          -0.0617 -0.0617
  chi2          1340.8003 1340.8003
  chi2_ns       1341.2013 1341.2013
  cramersv      0.0139 0.0139
  cramersv_ns   0.0098 0.0098
  theil_u       0.8073 0.0246
  catcoocc_i    -0.3505 -0.0107
  catcoocc_ii   -582.1439 -582.1439
-- ('E', 'ɑ')
  mle           0.0172 0.0678
  pmi           -0.4918 -0.4918
  npmi          -0.0785 -0.0785
  chi2          3800.9955 3800.9955
  chi2_ns       3801.4450 3801.4450
  cramersv      0.0233 0.0233
  cramersv_ns   0.0165 0.0165
  theil_u       0.6309 0.0181
  catcoocc_i    -0.3103 -0.0089
  catcoocc_ii   -1869.3887 -1869.3887
-- ('E', 'ɔ')
  mle           0.0089 0.0755
  pmi           -0.3848 -0.3848
  npmi          -0.0556 -0.0556
  chi2          1175.7737 1175.7737
  chi2_ns       1176.1377 1176.1377
  cramersv      0.0130 0.0130
  cramersv_ns   0.0092 0.0092
  theil_u       0.7999 0.0229
  catcoocc_i    -0.3078 -0.0088
  catcoocc_ii   -452.4905 -452.4905
-- ('E', 'ɔɪ')
  mle           0.0012 0.0990
  pmi           -0.1135 -0.1135
  npmi          -0.0127 -0.0127
  chi2          13.0421 13.0421
  chi2_ns       13.1627 13.1627
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.9706 0.0611
  catcoocc_i    -0.1101 -0.0069
  catcoocc_ii   -1.4797 -1.4797
-- ('E', 'ɛ')
  mle           0.0548 0.1888
  pmi           0.5324 0.5324
  npmi          0.1043 0.1043
  chi2          14307.6091 14307.6091
  chi2_ns       14308.4261 14308.4261
  cramersv      0.0453 0.0453
  cramersv_ns   0.0320 0.0320
  theil_u       0.5875 0.0180
  catcoocc_i    0.3128 0.0096
  catcoocc_ii   7617.0932 7617.0932
-- ('E', 'ɝ')
  mle           0.0492 0.1573
  pmi           0.3499 0.3499
  npmi          0.0671 0.0671
  chi2          5487.5916 5487.5916
  chi2_ns       5488.0797 5488.0797
  cramersv      0.0280 0.0280
  cramersv_ns   0.0198 0.0198
  theil_u       0.5629 0.0159
  catcoocc_i    0.1970 0.0056
  catcoocc_ii   1920.1751 1920.1751
-- ('E', 'ɡ')
  mle           0.0148 0.1088
  pmi           -0.0188 -0.0188
  npmi          -0.0029 -0.0029
  chi2          4.5911 4.5911
  chi2_ns       4.6123 4.6123
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.7714 0.0185
  catcoocc_i    -0.0145 -0.0003
  catcoocc_ii   -0.0862 -0.0862
-- ('E', 'ɪ')
  mle           0.0564 0.1006
  pmi           -0.0972 -0.0972
  npmi          -0.0192 -0.0192
  chi2          494.9564 494.9564
  chi2_ns       495.0675 495.0675
  cramersv      0.0084 0.0084
  cramersv_ns   0.0059 0.0059
  theil_u       0.3313 0.0037
  catcoocc_i    -0.0322 -0.0004
  catcoocc_ii   -48.1228 -48.1228
-- ('E', 'ɹ')
  mle           0.0533 0.1104
  pmi           -0.0049 -0.0049
  npmi          -0.0009 -0.0009
  chi2          1.1561 1.1561
  chi2_ns       1.1619 1.1619
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       0.3968 0.0021
  catcoocc_i    -0.0019 -0.0000
  catcoocc_ii   -0.0056 -0.0056
-- ('E', 'ʃ')
  mle           0.0088 0.0847
  pmi           -0.2693 -0.2693
  npmi          -0.0389 -0.0389
  chi2          568.5303 568.5303
  chi2_ns       568.7989 568.7989
  cramersv      0.0090 0.0090
  cramersv_ns   0.0064 0.0064
  theil_u       0.8167 0.0249
  catcoocc_i    -0.2199 -0.0067
  catcoocc_ii   -153.1059 -153.1059
-- ('E', 'ʊ')
  mle           0.0018 0.0786
  pmi           -0.3442 -0.3442
  npmi          -0.0405 -0.0405
  chi2          191.2054 191.2054
  chi2_ns       191.5336 191.5336
  cramersv      0.0052 0.0052
  cramersv_ns   0.0037 0.0037
  theil_u       0.9474 0.0385
  catcoocc_i    -0.3261 -0.0132
  catcoocc_ii   -65.8040 -65.8040
-- ('E', 'ʌ')
  mle           0.0762 0.0986
  pmi           -0.1176 -0.1176
  npmi          -0.0246 -0.0246
  chi2          1004.4310 1004.4310
  chi2_ns       1004.5675 1004.5675
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.1613 0.0033
  catcoocc_i    -0.0190 -0.0004
  catcoocc_ii   -118.1219 -118.1219
-- ('E', 'ʒ')
  mle           0.0006 0.1018
  pmi           -0.0856 -0.0856
  npmi          -0.0090 -0.0090
  chi2          3.9453 3.9453
  chi2_ns       4.0371 4.0371
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.9831 0.0787
  catcoocc_i    -0.0842 -0.0067
  catcoocc_ii   -0.3378 -0.3378
-- ('E', 'θ')
  mle           0.0030 0.0945
  pmi           -0.1601 -0.1601
  npmi          -0.0200 -0.0200
  chi2          67.8597 67.8597
  chi2_ns       68.0266 68.0266
  cramersv      0.0031 0.0031
  cramersv_ns   0.0022 0.0022
  theil_u       0.9294 0.0359
  catcoocc_i    -0.1488 -0.0058
  catcoocc_ii   -10.8673 -10.8673
-- ('F', 'aɪ')
  mle           0.0152 0.0154
  pmi           0.1434 0.1434
  npmi          0.0169 0.0169
  chi2          29.8591 29.8591
  chi2_ns       30.0173 30.0173
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0116 0.0040
  catcoocc_i    0.0017 0.0006
  catcoocc_ii   4.2830 4.2830
-- ('F', 'aʊ')
  mle           0.0031 0.0106
  pmi           -0.2269 -0.2269
  npmi          -0.0225 -0.0225
  chi2          14.9403 14.9403
  chi2_ns       15.1461 15.1461
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.5905 0.0225
  catcoocc_i    -0.1340 -0.0051
  catcoocc_ii   -3.3894 -3.3894
-- ('F', 'b')
  mle           0.0121 0.0068
  pmi           -0.6760 -0.6760
  npmi          -0.0774 -0.0774
  chi2          554.4274 554.4274
  chi2_ns       554.9374 554.9374
  cramersv      0.0089 0.0089
  cramersv_ns   0.0063 0.0063
  theil_u       0.0141 0.3381
  catcoocc_i    -0.0095 -0.2285
  catcoocc_ii   -374.8174 -374.8174
-- ('F', 'd')
  mle           0.0370 0.0133
  pmi           -0.0018 -0.0018
  npmi          -0.0002 -0.0002
  chi2          0.0103 0.0103
  chi2_ns       0.0122 0.0122
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0213 0.5264
  catcoocc_i    -0.0000 -0.0010
  catcoocc_ii   -0.0000 -0.0000
-- ('F', 'dʒ')
  mle           0.0037 0.0069
  pmi           -0.6645 -0.6645
  npmi          -0.0671 -0.0671
  chi2          161.7875 161.7875
  chi2_ns       162.2827 162.2827
  cramersv      0.0048 0.0048
  cramersv_ns   0.0034 0.0034
  theil_u       0.3468 0.0123
  catcoocc_i    -0.2304 -0.0082
  catcoocc_ii   -107.5125 -107.5125
-- ('F', 'eɪ')
  mle           0.0131 0.0110
  pmi           -0.1965 -0.1965
  npmi          -0.0227 -0.0227
  chi2          48.4116 48.4116
  chi2_ns       48.5951 48.5951
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.0060 0.1175
  catcoocc_i    -0.0012 -0.0231
  catcoocc_ii   -9.5131 -9.5131
-- ('F', 'f')
  mle           0.1541 0.1267
  pmi           2.2501 2.2501
  npmi          0.3637 0.3637
  chi2          112370.6405 112370.6405
  chi2_ns       112379.3857 112379.3857
  cramersv      0.1269 0.1269
  cramersv_ns   0.0897 0.0897
  theil_u       0.0039 0.1302
  catcoocc_i    0.0088 0.2929
  catcoocc_ii   252842.5524 252842.5524
-- ('F', 'h')
  mle           0.0080 0.0104
  pmi           -0.2452 -0.2452
  npmi          -0.0268 -0.0268
  chi2          45.6274 45.6274
  chi2_ns       45.8497 45.8497
  cramersv      0.0025 0.0025
  cramersv_ns   0.0018 0.0018
  theil_u       0.1701 0.0037
  catcoocc_i    -0.0417 -0.0009
  catcoocc_ii   -11.1882 -11.1882
-- ('F', 'i')
  mle           0.0338 0.0117
  pmi           -0.1348 -0.1348
  npmi          -0.0175 -0.0175
  chi2          60.3826 60.3826
  chi2_ns       60.5155 60.5155
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.0143 0.5432
  catcoocc_i    -0.0019 -0.0732
  catcoocc_ii   -8.1407 -8.1407
-- ('F', 'j')
  mle           0.0047 0.0109
  pmi           -0.2027 -0.2027
  npmi          -0.0210 -0.0210
  chi2          18.3556 18.3556
  chi2_ns       18.5422 18.5422
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.4472 0.0168
  catcoocc_i    -0.0907 -0.0034
  catcoocc_ii   -3.7214 -3.7214
-- ('F', 'k')
  mle           0.0324 0.0088
  pmi           -0.4223 -0.4223
  npmi          -0.0545 -0.0545
  chi2          582.1888 582.1888
  chi2_ns       582.5561 582.5561
  cramersv      0.0091 0.0091
  cramersv_ns   0.0064 0.0064
  theil_u       0.0345 0.6220
  catcoocc_i    -0.0146 -0.2627
  catcoocc_ii   -245.8843 -245.8843
-- ('F', 'l')
  mle           0.0598 0.0141
  pmi           0.0515 0.0515
  npmi          0.0072 0.0072
  chi2          15.8403 15.8403
  chi2_ns       15.8971 15.8971
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.0246 0.6610
  catcoocc_i    0.0013 0.0340
  catcoocc_ii   0.8159 0.8159
-- ('F', 'm')
  mle           0.0184 0.0072
  pmi           -0.6117 -0.6117
  npmi          -0.0736 -0.0736
  chi2          693.1276 693.1276
  chi2_ns       693.6075 693.6075
  cramersv      0.0100 0.0100
  cramersv_ns   0.0070 0.0070
  theil_u       0.0005 0.4923
  catcoocc_i    -0.0003 -0.3012
  catcoocc_ii   -423.9730 -423.9730
-- ('F', 'n')
  mle           0.0594 0.0108
  pmi           -0.2140 -0.2140
  npmi          -0.0300 -0.0300
  chi2          278.2399 278.2399
  chi2_ns       278.4506 278.4506
  cramersv      0.0063 0.0063
  cramersv_ns   0.0044 0.0044
  theil_u       0.0254 0.7238
  catcoocc_i    -0.0054 -0.1549
  catcoocc_ii   -59.5519 -59.5519
-- ('F', 'oʊ')
  mle           0.0145 0.0095
  pmi           -0.3431 -0.3431
  npmi          -0.0401 -0.0401
  chi2          165.6537 165.6537
  chi2_ns       165.9541 165.9541
  cramersv      0.0049 0.0049
  cramersv_ns   0.0034 0.0034
  theil_u       0.0076 0.2620
  catcoocc_i    -0.0026 -0.0899
  catcoocc_ii   -56.8417 -56.8417
-- ('F', 'p')
  mle           0.0097 0.0056
  pmi           -0.8754 -0.8754
  npmi          -0.0978 -0.0978
  chi2          764.4944 764.4944
  chi2_ns       765.0996 765.0996
  cramersv      0.0105 0.0105
  cramersv_ns   0.0074 0.0074
  theil_u       0.0046 0.3281
  catcoocc_i    -0.0041 -0.2873
  catcoocc_ii   -669.2411 -669.2411
-- ('F', 's')
  mle           0.0490 0.0111
  pmi           -0.1833 -0.1833
  npmi          -0.0250 -0.0250
  chi2          165.6816 165.6816
  chi2_ns       165.8620 165.8620
  cramersv      0.0049 0.0049
  cramersv_ns   0.0034 0.0034
  theil_u       0.0212 0.6704
  catcoocc_i    -0.0039 -0.1229
  catcoocc_ii   -30.3726 -30.3726
-- ('F', 't')
  mle           0.0498 0.0113
  pmi           -0.1711 -0.1711
  npmi          -0.0234 -0.0234
  chi2          146.5911 146.5911
  chi2_ns       146.7604 146.7604
  cramersv      0.0046 0.0046
  cramersv_ns   0.0032 0.0032
  theil_u       0.0172 0.6713
  catcoocc_i    -0.0029 -0.1149
  catcoocc_ii   -25.0832 -25.0832
-- ('F', 'tʃ')
  mle           0.0036 0.0082
  pmi           -0.4905 -0.4905
  npmi          -0.0493 -0.0493
  chi2          82.4402 82.4402
  chi2_ns       82.8349 82.8349
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.4431 0.0166
  catcoocc_i    -0.2174 -0.0081
  catcoocc_ii   -40.4394 -40.4394
-- ('F', 'u')
  mle           0.0089 0.0112
  pmi           -0.1777 -0.1777
  npmi          -0.0197 -0.0197
  chi2          26.7118 26.7118
  chi2_ns       26.8783 26.8783
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.1465 0.0032
  catcoocc_i    -0.0260 -0.0006
  catcoocc_ii   -4.7459 -4.7459
-- ('F', 'v')
  mle           0.0045 0.0048
  pmi           -1.0134 -1.0134
  npmi          -0.1044 -0.1044
  chi2          485.8658 485.8658
  chi2_ns       486.5194 486.5194
  cramersv      0.0083 0.0083
  cramersv_ns   0.0059 0.0059
  theil_u       0.0437 0.0056
  catcoocc_i    -0.0443 -0.0057
  catcoocc_ii   -492.3782 -492.3782
-- ('F', 'w')
  mle           0.0059 0.0080
  pmi           -0.5130 -0.5130
  npmi          -0.0543 -0.0543
  chi2          151.5859 151.5859
  chi2_ns       151.9964 151.9964
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.1875 0.0061
  catcoocc_i    -0.0962 -0.0031
  catcoocc_ii   -77.7637 -77.7637
-- ('F', 'z')
  mle           0.0231 0.0097
  pmi           -0.3186 -0.3186
  npmi          -0.0394 -0.0394
  chi2          230.1406 230.1406
  chi2_ns       230.4261 230.4261
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.0062 0.4683
  catcoocc_i    -0.0020 -0.1492
  catcoocc_ii   -73.3132 -73.3132
-- ('F', 'æ')
  mle           0.0269 0.0143
  pmi           0.0707 0.0707
  npmi          0.0089 0.0089
  chi2          12.9289 12.9289
  chi2_ns       13.0049 13.0049
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0082 0.3638
  catcoocc_i    0.0006 0.0257
  catcoocc_ii   0.9138 0.9138
-- ('F', 'ð')
  mle           0.0010 0.0187
  pmi           0.3379 0.3379
  npmi          0.0300 0.0300
  chi2          10.2327 10.2327
  chi2_ns       10.6364 10.6364
  cramersv      0.0011 0.0011
  cramersv_ns   0.0008 0.0008
  theil_u       0.8931 0.0515
  catcoocc_i    0.3017 0.0174
  catcoocc_ii   3.4573 3.4573
-- ('F', 'ŋ')
  mle           0.0116 0.0126
  pmi           -0.0578 -0.0578
  npmi          -0.0066 -0.0066
  chi2          3.6383 3.6383
  chi2_ns       3.6956 3.6956
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.0574 0.0049
  catcoocc_i    -0.0033 -0.0003
  catcoocc_ii   -0.2102 -0.2102
-- ('F', 'ɑ')
  mle           0.0199 0.0095
  pmi           -0.3455 -0.3455
  npmi          -0.0420 -0.0420
  chi2          232.8629 232.8629
  chi2_ns       233.1674 233.1674
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.0146 0.4175
  catcoocc_i    -0.0050 -0.1442
  catcoocc_ii   -80.4440 -80.4440
-- ('F', 'ɔ')
  mle           0.0252 0.0258
  pmi           0.6579 0.6579
  npmi          0.0823 0.0823
  chi2          1082.4025 1082.4025
  chi2_ns       1083.3582 1083.3582
  cramersv      0.0124 0.0124
  cramersv_ns   0.0088 0.0088
  theil_u       0.0180 0.0053
  catcoocc_i    0.0118 0.0035
  catcoocc_ii   712.1465 712.1465
-- ('F', 'ɔɪ')
  mle           0.0008 0.0084
  pmi           -0.4628 -0.4628
  npmi          -0.0405 -0.0405
  chi2          16.6645 16.6645
  chi2_ns       17.0384 17.0384
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.8271 0.0350
  catcoocc_i    -0.3828 -0.0162
  catcoocc_ii   -7.7124 -7.7124
-- ('F', 'ɛ')
  mle           0.0322 0.0134
  pmi           0.0002 0.0002
  npmi          0.0000 0.0000
  chi2          0.0000 0.0000
  chi2_ns       0.0001 0.0001
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0113 0.4732
  catcoocc_i    0.0000 0.0001
  catcoocc_ii   0.0000 0.0000
-- ('F', 'ɝ')
  mle           0.0391 0.0151
  pmi           0.1208 0.1208
  npmi          0.0160 0.0160
  chi2          55.8106 55.8106
  chi2_ns       55.9453 55.9453
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.0118 0.5025
  catcoocc_i    0.0014 0.0607
  catcoocc_ii   6.7429 6.7429
-- ('F', 'ɡ')
  mle           0.0112 0.0099
  pmi           -0.3008 -0.3008
  npmi          -0.0341 -0.0341
  chi2          97.3996 97.3996
  chi2_ns       97.6668 97.6668
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0055 0.0840
  catcoocc_i    -0.0017 -0.0253
  catcoocc_ii   -29.2988 -29.2988
-- ('F', 'ɪ')
  mle           0.0607 0.0130
  pmi           -0.0240 -0.0240
  npmi          -0.0034 -0.0034
  chi2          3.4804 3.4804
  chi2_ns       3.5059 3.5059
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.0138 0.6837
  catcoocc_i    -0.0003 -0.0164
  catcoocc_ii   -0.0834 -0.0834
-- ('F', 'ɹ')
  mle           0.0566 0.0141
  pmi           0.0549 0.0549
  npmi          0.0076 0.0076
  chi2          16.9797 16.9797
  chi2_ns       17.0401 17.0401
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.0195 0.6451
  catcoocc_i    0.0011 0.0354
  catcoocc_ii   0.9325 0.9325
-- ('F', 'ʃ')
  mle           0.0126 0.0146
  pmi           0.0880 0.0880
  npmi          0.0101 0.0101
  chi2          9.2658 9.2658
  chi2_ns       9.3599 9.3599
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.0928 0.0037
  catcoocc_i    0.0082 0.0003
  catcoocc_ii   0.8150 0.8150
-- ('F', 'ʊ')
  mle           0.0034 0.0175
  pmi           0.2702 0.2702
  npmi          0.0270 0.0270
  chi2          23.2663 23.2663
  chi2_ns       23.5805 23.5805
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.7023 0.0284
  catcoocc_i    0.1897 0.0077
  catcoocc_ii   6.2858 6.2858
-- ('F', 'ʌ')
  mle           0.0727 0.0113
  pmi           -0.1649 -0.1649
  npmi          -0.0238 -0.0238
  chi2          204.3667 204.3667
  chi2_ns       204.5351 204.5351
  cramersv      0.0054 0.0054
  cramersv_ns   0.0038 0.0038
  theil_u       0.0324 0.7556
  catcoocc_i    -0.0053 -0.1246
  catcoocc_ii   -33.6929 -33.6929
-- ('F', 'ʒ')
  mle           0.0003 0.0065
  pmi           -0.7270 -0.7270
  npmi          -0.0590 -0.0590
  chi2          16.8427 16.8427
  chi2_ns       17.3627 17.3627
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.8973 0.0562
  catcoocc_i    -0.6523 -0.0409
  catcoocc_ii   -12.2447 -12.2447
-- ('F', 'θ')
  mle           0.0021 0.0081
  pmi           -0.5049 -0.5049
  npmi          -0.0483 -0.0483
  chi2          52.5626 52.5626
  chi2_ns       52.9651 52.9651
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.6120 0.0207
  catcoocc_i    -0.3090 -0.0105
  catcoocc_ii   -26.5376 -26.5376
-- ('G', 'aɪ')
  mle           0.0140 0.0281
  pmi           0.0568 0.0568
  npmi          0.0072 0.0072
  chi2          8.6203 8.6203
  chi2_ns       8.6810 8.6810
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.3879 0.0133
  catcoocc_i    0.0220 0.0008
  catcoocc_ii   0.4893 0.4893
-- ('G', 'aʊ')
  mle           0.0037 0.0252
  pmi           -0.0531 -0.0531
  npmi          -0.0058 -0.0058
  chi2          1.9318 1.9318
  chi2_ns       1.9848 1.9848
  cramersv      0.0004 0.0004
  cramersv_ns   0.0000 0.0000
  theil_u       0.7612 0.0251
  catcoocc_i    -0.0404 -0.0013
  catcoocc_ii   -0.1026 -0.1026
-- ('G', 'b')
  mle           0.0220 0.0246
  pmi           -0.0777 -0.0777
  npmi          -0.0104 -0.0104
  chi2          25.8208 25.8208
  chi2_ns       25.8994 25.8994
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.0733 0.0043
  catcoocc_i    -0.0057 -0.0003
  catcoocc_ii   -2.0057 -2.0057
-- ('G', 'd')
  mle           0.0295 0.0211
  pmi           -0.2287 -0.2287
  npmi          -0.0320 -0.0320
  chi2          306.0942 306.0942
  chi2_ns       306.3122 306.3122
  cramersv      0.0066 0.0066
  cramersv_ns   0.0047 0.0047
  theil_u       0.0062 0.2125
  catcoocc_i    -0.0014 -0.0486
  catcoocc_ii   -70.0090 -70.0090
-- ('G', 'dʒ')
  mle           0.0261 0.0960
  pmi           1.2848 1.2848
  npmi          0.1767 0.1767
  chi2          9487.2556 9487.2556
  chi2_ns       9489.9602 9489.9602
  cramersv      0.0369 0.0369
  cramersv_ns   0.0261 0.0261
  theil_u       0.6086 0.0142
  catcoocc_i    0.7819 0.0183
  catcoocc_ii   12188.8725 12188.8725
-- ('G', 'eɪ')
  mle           0.0165 0.0276
  pmi           0.0390 0.0390
  npmi          0.0050 0.0050
  chi2          4.8273 4.8273
  chi2_ns       4.8687 4.8687
  cramersv      0.0007 0.0007
  cramersv_ns   0.0005 0.0005
  theil_u       0.2984 0.0086
  catcoocc_i    0.0116 0.0003
  catcoocc_ii   0.1882 0.1882
-- ('G', 'f')
  mle           0.0132 0.0216
  pmi           -0.2069 -0.2069
  npmi          -0.0260 -0.0260
  chi2          109.6994 109.6994
  chi2_ns       109.8945 109.8945
  cramersv      0.0039 0.0039
  cramersv_ns   0.0028 0.0028
  theil_u       0.2876 0.0081
  catcoocc_i    -0.0595 -0.0017
  catcoocc_ii   -22.6950 -22.6950
-- ('G', 'h')
  mle           0.0087 0.0228
  pmi           -0.1514 -0.1514
  npmi          -0.0181 -0.0181
  chi2          38.4420 38.4420
  chi2_ns       38.5876 38.5876
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.4926 0.0124
  catcoocc_i    -0.0746 -0.0019
  catcoocc_ii   -5.8182 -5.8182
-- ('G', 'i')
  mle           0.0314 0.0216
  pmi           -0.2090 -0.2090
  npmi          -0.0295 -0.0295
  chi2          272.7826 272.7826
  chi2_ns       272.9841 272.9841
  cramersv      0.0062 0.0062
  cramersv_ns   0.0044 0.0044
  theil_u       0.0025 0.2379
  catcoocc_i    -0.0005 -0.0497
  catcoocc_ii   -57.0100 -57.0100
-- ('G', 'j')
  mle           0.0047 0.0216
  pmi           -0.2082 -0.2082
  npmi          -0.0232 -0.0232
  chi2          39.0385 39.0385
  chi2_ns       39.2325 39.2325
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.6735 0.0204
  catcoocc_i    -0.1402 -0.0042
  catcoocc_ii   -8.1267 -8.1267
-- ('G', 'k')
  mle           0.0243 0.0131
  pmi           -0.7081 -0.7081
  npmi          -0.0964 -0.0964
  chi2          2549.1726 2549.1726
  chi2_ns       2549.7209 2549.7209
  cramersv      0.0191 0.0191
  cramersv_ns   0.0135 0.0135
  theil_u       0.0125 0.3635
  catcoocc_i    -0.0089 -0.2574
  catcoocc_ii   -1805.0148 -1805.0148
-- ('G', 'l')
  mle           0.0535 0.0250
  pmi           -0.0610 -0.0610
  npmi          -0.0093 -0.0093
  chi2          40.0818 40.0818
  chi2_ns       40.1461 40.1461
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0059 0.4268
  catcoocc_i    -0.0004 -0.0260
  catcoocc_ii   -2.4433 -2.4433
-- ('G', 'm')
  mle           0.0241 0.0189
  pmi           -0.3400 -0.3400
  npmi          -0.0462 -0.0462
  chi2          554.8522 554.8522
  chi2_ns       555.1586 555.1586
  cramersv      0.0089 0.0089
  cramersv_ns   0.0063 0.0063
  theil_u       0.0045 0.1599
  catcoocc_i    -0.0015 -0.0544
  catcoocc_ii   -188.6319 -188.6319
-- ('G', 'n')
  mle           0.0611 0.0221
  pmi           -0.1856 -0.1856
  npmi          -0.0289 -0.0289
  chi2          434.1697 434.1697
  chi2_ns       434.3576 434.3576
  cramersv      0.0079 0.0079
  cramersv_ns   0.0056 0.0056
  theil_u       0.0128 0.5295
  catcoocc_i    -0.0024 -0.0983
  catcoocc_ii   -80.5988 -80.5988
-- ('G', 'oʊ')
  mle           0.0179 0.0233
  pmi           -0.1312 -0.1312
  npmi          -0.0171 -0.0171
  chi2          59.8326 59.8326
  chi2_ns       59.9615 59.9615
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.1655 0.0047
  catcoocc_i    -0.0217 -0.0006
  catcoocc_ii   -7.8476 -7.8476
-- ('G', 'p')
  mle           0.0147 0.0168
  pmi           -0.4596 -0.4596
  npmi          -0.0586 -0.0586
  chi2          615.4954 615.4954
  chi2_ns       615.8829 615.8829
  cramersv      0.0094 0.0094
  cramersv_ns   0.0066 0.0066
  theil_u       0.0861 0.0044
  catcoocc_i    -0.0396 -0.0020
  catcoocc_ii   -282.8773 -282.8773
-- ('G', 's')
  mle           0.0402 0.0181
  pmi           -0.3828 -0.3828
  npmi          -0.0559 -0.0559
  chi2          1206.1650 1206.1650
  chi2_ns       1206.5121 1206.5121
  cramersv      0.0131 0.0131
  cramersv_ns   0.0093 0.0093
  theil_u       -0.0003 0.4419
  catcoocc_i    0.0001 -0.1692
  catcoocc_ii   -461.7286 -461.7286
-- ('G', 't')
  mle           0.0453 0.0204
  pmi           -0.2650 -0.2650
  npmi          -0.0394 -0.0394
  chi2          648.6176 648.6176
  chi2_ns       648.8718 648.8718
  cramersv      0.0096 0.0096
  cramersv_ns   0.0068 0.0068
  theil_u       0.0020 0.4436
  catcoocc_i    -0.0005 -0.1176
  catcoocc_ii   -171.9085 -171.9085
-- ('G', 'tʃ')
  mle           0.0033 0.0151
  pmi           -0.5675 -0.5675
  npmi          -0.0607 -0.0607
  chi2          208.0638 208.0638
  chi2_ns       208.5110 208.5110
  cramersv      0.0054 0.0054
  cramersv_ns   0.0038 0.0038
  theil_u       0.6698 0.0198
  catcoocc_i    -0.3801 -0.0113
  catcoocc_ii   -118.0789 -118.0789
-- ('G', 'u')
  mle           0.0082 0.0205
  pmi           -0.2571 -0.2571
  npmi          -0.0305 -0.0305
  chi2          104.9568 104.9568
  chi2_ns       105.1921 105.1921
  cramersv      0.0039 0.0039
  cramersv_ns   0.0027 0.0027
  theil_u       0.4796 0.0131
  catcoocc_i    -0.1233 -0.0034
  catcoocc_ii   -26.9865 -26.9865
-- ('G', 'v')
  mle           0.0089 0.0190
  pmi           -0.3375 -0.3375
  npmi          -0.0404 -0.0404
  chi2          198.1566 198.1566
  chi2_ns       198.4545 198.4545
  cramersv      0.0053 0.0053
  cramersv_ns   0.0038 0.0038
  theil_u       0.4054 0.0127
  catcoocc_i    -0.1368 -0.0043
  catcoocc_ii   -66.8759 -66.8759
-- ('G', 'w')
  mle           0.0086 0.0230
  pmi           -0.1434 -0.1434
  npmi          -0.0171 -0.0171
  chi2          33.8358 33.8358
  chi2_ns       33.9742 33.9742
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.5055 0.0122
  catcoocc_i    -0.0725 -0.0017
  catcoocc_ii   -4.8515 -4.8515
-- ('G', 'z')
  mle           0.0259 0.0217
  pmi           -0.2040 -0.2040
  npmi          -0.0280 -0.0280
  chi2          212.5005 212.5005
  chi2_ns       212.6962 212.6962
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.0070 0.1202
  catcoocc_i    -0.0014 -0.0245
  catcoocc_ii   -43.3481 -43.3481
-- ('G', 'æ')
  mle           0.0269 0.0286
  pmi           0.0725 0.0725
  npmi          0.0100 0.0100
  chi2          27.5788 27.5788
  chi2_ns       27.6580 27.6580
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0415 0.0046
  catcoocc_i    0.0030 0.0003
  catcoocc_ii   1.9996 1.9996
-- ('G', 'ð')
  mle           0.0006 0.0228
  pmi           -0.1518 -0.1518
  npmi          -0.0137 -0.0137
  chi2          2.4913 2.4913
  chi2_ns       2.6341 2.6341
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.9393 0.0603
  catcoocc_i    -0.1426 -0.0092
  catcoocc_ii   -0.3781 -0.3781
-- ('G', 'ŋ')
  mle           0.0522 0.1131
  pmi           1.4488 1.4488
  npmi          0.2202 0.2202
  chi2          25113.2413 25113.2413
  chi2_ns       25116.6295 25116.6295
  cramersv      0.0600 0.0600
  cramersv_ns   0.0424 0.0424
  theil_u       0.4163 0.0129
  catcoocc_i    0.6031 0.0186
  catcoocc_ii   36383.1462 36383.1462
-- ('G', 'ɑ')
  mle           0.0267 0.0253
  pmi           -0.0501 -0.0501
  npmi          -0.0069 -0.0069
  chi2          13.0909 13.0909
  chi2_ns       13.1424 13.1424
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0065 0.0412
  catcoocc_i    -0.0003 -0.0021
  catcoocc_ii   -0.6553 -0.6553
-- ('G', 'ɔ')
  mle           0.0138 0.0280
  pmi           0.0524 0.0524
  npmi          0.0066 0.0066
  chi2          7.2530 7.2530
  chi2_ns       7.3089 7.3089
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.3933 0.0135
  catcoocc_i    0.0206 0.0007
  catcoocc_ii   0.3803 0.3803
-- ('G', 'ɔɪ')
  mle           0.0007 0.0148
  pmi           -0.5823 -0.5823
  npmi          -0.0537 -0.0537
  chi2          48.3337 48.3337
  chi2_ns       48.7866 48.7866
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.9010 0.0461
  catcoocc_i    -0.5246 -0.0268
  catcoocc_ii   -28.1436 -28.1436
-- ('G', 'ɛ')
  mle           0.0266 0.0219
  pmi           -0.1921 -0.1921
  npmi          -0.0265 -0.0265
  chi2          193.3096 193.3096
  chi2_ns       193.4951 193.4951
  cramersv      0.0052 0.0052
  cramersv_ns   0.0037 0.0037
  theil_u       0.0042 0.1287
  catcoocc_i    -0.0008 -0.0247
  catcoocc_ii   -37.1260 -37.1260
-- ('G', 'ɝ')
  mle           0.0341 0.0261
  pmi           -0.0166 -0.0166
  npmi          -0.0024 -0.0024
  chi2          1.8433 1.8433
  chi2_ns       1.8608 1.8608
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.0053 0.1742
  catcoocc_i    -0.0001 -0.0029
  catcoocc_ii   -0.0306 -0.0306
-- ('G', 'ɡ')
  mle           0.0849 0.1496
  pmi           1.7279 1.7279
  npmi          0.2836 0.2836
  chi2          62551.6948 62551.6948
  chi2_ns       62556.5228 62556.5228
  cramersv      0.0947 0.0947
  cramersv_ns   0.0669 0.0669
  theil_u       0.3215 0.0080
  catcoocc_i    0.5556 0.0138
  catcoocc_ii   108083.4687 108083.4687
-- ('G', 'ɪ')
  mle           0.0897 0.0384
  pmi           0.3673 0.3673
  npmi          0.0608 0.0608
  chi2          2486.8161 2486.8161
  chi2_ns       2487.3023 2487.3023
  cramersv      0.0189 0.0189
  cramersv_ns   0.0133 0.0133
  theil_u       0.0056 0.4644
  catcoocc_i    0.0021 0.1706
  catcoocc_ii   913.5174 913.5174
-- ('G', 'ɹ')
  mle           0.0544 0.0270
  pmi           0.0157 0.0157
  npmi          0.0024 0.0024
  chi2          2.7006 2.7006
  chi2_ns       2.7178 2.7178
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.0002 0.4010
  catcoocc_i    0.0000 0.0063
  catcoocc_ii   0.0425 0.0425
-- ('G', 'ʃ')
  mle           0.0058 0.0132
  pmi           -0.6983 -0.6983
  npmi          -0.0795 -0.0795
  chi2          563.6381 563.6381
  chi2_ns       564.1603 564.1603
  cramersv      0.0090 0.0090
  cramersv_ns   0.0063 0.0063
  theil_u       0.4413 0.0112
  catcoocc_i    -0.3082 -0.0078
  catcoocc_ii   -393.5917 -393.5917
-- ('G', 'ʊ')
  mle           0.0022 0.0225
  pmi           -0.1651 -0.1651
  npmi          -0.0169 -0.0169
  chi2          11.2943 11.2943
  chi2_ns       11.4505 11.4505
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.8287 0.0382
  catcoocc_i    -0.1368 -0.0063
  catcoocc_ii   -1.8645 -1.8645
-- ('G', 'ʌ')
  mle           0.0724 0.0224
  pmi           -0.1692 -0.1692
  npmi          -0.0270 -0.0270
  chi2          432.4395 432.4395
  chi2_ns       432.6144 432.6144
  cramersv      0.0079 0.0079
  cramersv_ns   0.0056 0.0056
  theil_u       0.0211 0.5820
  catcoocc_i    -0.0036 -0.0985
  catcoocc_ii   -73.1528 -73.1528
-- ('G', 'ʒ')
  mle           0.0008 0.0321
  pmi           0.1876 0.1876
  npmi          0.0175 0.0175
  chi2          5.3800 5.3800
  chi2_ns       5.5901 5.5901
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.9420 0.0678
  catcoocc_i    0.1768 0.0127
  catcoocc_ii   1.0095 1.0095
-- ('G', 'θ')
  mle           0.0024 0.0178
  pmi           -0.3979 -0.3979
  npmi          -0.0412 -0.0412
  chi2          72.9481 72.9481
  chi2_ns       73.2862 73.2862
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.7740 0.0261
  catcoocc_i    -0.3080 -0.0104
  catcoocc_ii   -29.0295 -29.0295
-- ('H', 'aɪ')
  mle           0.0177 0.0343
  pmi           0.2925 0.2925
  npmi          0.0380 0.0380
  chi2          282.3645 282.3645
  chi2_ns       282.7177 282.7177
  cramersv      0.0063 0.0063
  cramersv_ns   0.0045 0.0045
  theil_u       0.3720 0.0156
  catcoocc_i    0.1088 0.0046
  catcoocc_ii   82.5903 82.5903
-- ('H', 'aʊ')
  mle           0.0059 0.0389
  pmi           0.4198 0.4198
  npmi          0.0477 0.0477
  chi2          193.6943 193.6943
  chi2_ns       194.2314 194.2314
  cramersv      0.0053 0.0053
  cramersv_ns   0.0037 0.0037
  theil_u       0.7553 0.0253
  catcoocc_i    0.3171 0.0106
  catcoocc_ii   81.3202 81.3202
-- ('H', 'b')
  mle           0.0215 0.0232
  pmi           -0.0997 -0.0997
  npmi          -0.0133 -0.0133
  chi2          40.0457 40.0457
  chi2_ns       40.1453 40.1453
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0509 0.0059
  catcoocc_i    -0.0051 -0.0006
  catcoocc_ii   -3.9914 -3.9914
-- ('H', 'd')
  mle           0.0280 0.0193
  pmi           -0.2810 -0.2810
  npmi          -0.0388 -0.0388
  chi2          422.8699 422.8699
  chi2_ns       423.1310 423.1310
  cramersv      0.0078 0.0078
  cramersv_ns   0.0055 0.0055
  theil_u       0.0062 0.2364
  catcoocc_i    -0.0017 -0.0664
  catcoocc_ii   -118.8298 -118.8298
-- ('H', 'dʒ')
  mle           0.0041 0.0145
  pmi           -0.5688 -0.5688
  npmi          -0.0621 -0.0621
  chi2          251.0061 251.0061
  chi2_ns       251.4544 251.4544
  cramersv      0.0060 0.0060
  cramersv_ns   0.0042 0.0042
  theil_u       0.5987 0.0082
  catcoocc_i    -0.3405 -0.0047
  catcoocc_ii   -142.7625 -142.7625
-- ('H', 'eɪ')
  mle           0.0109 0.0175
  pmi           -0.3797 -0.3797
  npmi          -0.0464 -0.0464
  chi2          295.4084 295.4084
  chi2_ns       295.7378 295.7378
  cramersv      0.0065 0.0065
  cramersv_ns   0.0046 0.0046
  theil_u       0.2803 0.0141
  catcoocc_i    -0.1064 -0.0053
  catcoocc_ii   -112.1533 -112.1533
-- ('H', 'f')
  mle           0.0203 0.0320
  pmi           0.2239 0.2239
  npmi          0.0296 0.0296
  chi2          190.3662 190.3662
  chi2_ns       190.6279 190.6279
  cramersv      0.0052 0.0052
  cramersv_ns   0.0037 0.0037
  theil_u       0.2697 0.0141
  catcoocc_i    0.0604 0.0032
  catcoocc_ii   42.6224 42.6224
-- ('H', 'h')
  mle           0.0594 0.1496
  pmi           1.7660 1.7660
  npmi          0.2722 0.2722
  chi2          44218.0747 44218.0747
  chi2_ns       44223.1005 44223.1005
  cramersv      0.0796 0.0796
  cramersv_ns   0.0563 0.0563
  theil_u       0.4789 0.0128
  catcoocc_i    0.8458 0.0225
  catcoocc_ii   78090.5540 78090.5540
-- ('H', 'i')
  mle           0.0332 0.0220
  pmi           -0.1532 -0.1532
  npmi          -0.0217 -0.0217
  chi2          148.7517 148.7517
  chi2_ns       148.9033 148.9033
  cramersv      0.0046 0.0046
  cramersv_ns   0.0032 0.0032
  theil_u       0.0041 0.2617
  catcoocc_i    -0.0006 -0.0401
  catcoocc_ii   -22.7831 -22.7831
-- ('H', 'j')
  mle           0.0044 0.0195
  pmi           -0.2730 -0.2730
  npmi          -0.0300 -0.0300
  chi2          60.7415 60.7415
  chi2_ns       60.9879 60.9879
  cramersv      0.0029 0.0029
  cramersv_ns   0.0021 0.0021
  theil_u       0.6649 0.0172
  catcoocc_i    -0.1815 -0.0047
  catcoocc_ii   -16.5808 -16.5808
-- ('H', 'k')
  mle           0.0425 0.0220
  pmi           -0.1493 -0.1493
  npmi          -0.0219 -0.0219
  chi2          183.2202 183.2202
  chi2_ns       183.3699 183.3699
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.0142 0.3852
  catcoocc_i    -0.0021 -0.0575
  catcoocc_ii   -27.3633 -27.3633
-- ('H', 'l')
  mle           0.0514 0.0232
  pmi           -0.0995 -0.0995
  npmi          -0.0150 -0.0150
  chi2          98.8960 98.8960
  chi2_ns       98.9990 98.9990
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0080 0.4467
  catcoocc_i    -0.0008 -0.0444
  catcoocc_ii   -9.8367 -9.8367
-- ('H', 'm')
  mle           0.0327 0.0247
  pmi           -0.0367 -0.0367
  npmi          -0.0052 -0.0052
  chi2          8.3294 8.3294
  chi2_ns       8.3677 8.3677
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.0053 0.1847
  catcoocc_i    -0.0002 -0.0068
  catcoocc_ii   -0.3060 -0.3060
-- ('H', 'n')
  mle           0.0596 0.0207
  pmi           -0.2110 -0.2110
  npmi          -0.0325 -0.0325
  chi2          526.5903 526.5903
  chi2_ns       526.8010 526.8010
  cramersv      0.0087 0.0087
  cramersv_ns   0.0061 0.0061
  theil_u       0.0142 0.5467
  catcoocc_i    -0.0030 -0.1153
  catcoocc_ii   -111.1113 -111.1113
-- ('H', 'oʊ')
  mle           0.0210 0.0264
  pmi           0.0307 0.0307
  npmi          0.0041 0.0041
  chi2          3.6784 3.6784
  chi2_ns       3.7110 3.7110
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.1444 0.0090
  catcoocc_i    0.0044 0.0003
  catcoocc_ii   0.1129 0.1129
-- ('H', 'p')
  mle           0.0151 0.0166
  pmi           -0.4338 -0.4338
  npmi          -0.0552 -0.0552
  chi2          540.2308 540.2308
  chi2_ns       540.6005 540.6005
  cramersv      0.0088 0.0088
  cramersv_ns   0.0062 0.0062
  theil_u       0.0636 0.0060
  catcoocc_i    -0.0276 -0.0026
  catcoocc_ii   -234.3380 -234.3380
-- ('H', 's')
  mle           0.0408 0.0177
  pmi           -0.3676 -0.3676
  npmi          -0.0535 -0.0535
  chi2          1085.2477 1085.2477
  chi2_ns       1085.5831 1085.5831
  cramersv      0.0125 0.0125
  cramersv_ns   0.0088 0.0088
  theil_u       0.0011 0.4616
  catcoocc_i    -0.0004 -0.1697
  catcoocc_ii   -398.8988 -398.8988
-- ('H', 't')
  mle           0.0444 0.0192
  pmi           -0.2859 -0.2859
  npmi          -0.0422 -0.0422
  chi2          711.8800 711.8800
  chi2_ns       712.1512 712.1512
  cramersv      0.0101 0.0101
  cramersv_ns   0.0071 0.0071
  theil_u       0.0061 0.4631
  catcoocc_i    -0.0017 -0.1324
  catcoocc_ii   -203.5346 -203.5346
-- ('H', 'tʃ')
  mle           0.0215 0.0951
  pmi           1.3122 1.3122
  npmi          0.1749 0.1749
  chi2          7878.6028 7878.6028
  chi2_ns       7881.4045 7881.4045
  cramersv      0.0336 0.0336
  cramersv_ns   0.0238 0.0238
  theil_u       0.6611 0.0161
  catcoocc_i    0.8675 0.0211
  catcoocc_ii   10338.5608 10338.5608
-- ('H', 'u')
  mle           0.0106 0.0255
  pmi           -0.0027 -0.0027
  npmi          -0.0003 -0.0003
  chi2          0.0113 0.0113
  chi2_ns       0.0139 0.0139
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4653 0.0132
  catcoocc_i    -0.0012 -0.0000
  catcoocc_ii   -0.0000 -0.0000
-- ('H', 'v')
  mle           0.0067 0.0137
  pmi           -0.6221 -0.6221
  npmi          -0.0718 -0.0718
  chi2          498.7445 498.7445
  chi2_ns       499.2257 499.2257
  cramersv      0.0084 0.0084
  cramersv_ns   0.0060 0.0060
  theil_u       0.3896 0.0146
  catcoocc_i    -0.2424 -0.0091
  catcoocc_ii   -310.2602 -310.2602
-- ('H', 'w')
  mle           0.0143 0.0370
  pmi           0.3686 0.3686
  npmi          0.0466 0.0466
  chi2          363.3873 363.3873
  chi2_ns       363.8491 363.8491
  cramersv      0.0072 0.0072
  cramersv_ns   0.0051 0.0051
  theil_u       0.4922 0.0121
  catcoocc_i    0.1814 0.0044
  catcoocc_ii   133.9342 133.9342
-- ('H', 'z')
  mle           0.0269 0.0217
  pmi           -0.1647 -0.1647
  npmi          -0.0226 -0.0226
  chi2          138.3976 138.3976
  chi2_ns       138.5584 138.5584
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.0061 0.1454
  catcoocc_i    -0.0010 -0.0240
  catcoocc_ii   -22.7926 -22.7926
-- ('H', 'æ')
  mle           0.0288 0.0295
  pmi           0.1413 0.1413
  npmi          0.0196 0.0196
  chi2          108.2432 108.2432
  chi2_ns       108.4029 108.4029
  cramersv      0.0039 0.0039
  cramersv_ns   0.0028 0.0028
  theil_u       0.0175 0.0039
  catcoocc_i    0.0025 0.0005
  catcoocc_ii   15.2956 15.2956
-- ('H', 'ð')
  mle           0.0035 0.1298
  pmi           1.6236 1.6236
  npmi          0.1744 0.1744
  chi2          2113.9631 2113.9631
  chi2_ns       2118.1424 2118.1424
  cramersv      0.0174 0.0174
  cramersv_ns   0.0123 0.0123
  theil_u       0.9379 0.0702
  catcoocc_i    1.5227 0.1140
  catcoocc_ii   3432.2824 3432.2824
-- ('H', 'ŋ')
  mle           0.0104 0.0218
  pmi           -0.1612 -0.1612
  npmi          -0.0196 -0.0196
  chi2          50.3250 50.3250
  chi2_ns       50.4796 50.4796
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.4008 0.0157
  catcoocc_i    -0.0646 -0.0025
  catcoocc_ii   -8.1138 -8.1138
-- ('H', 'ɑ')
  mle           0.0330 0.0301
  pmi           0.1609 0.1609
  npmi          0.0227 0.0227
  chi2          161.5021 161.5021
  chi2_ns       161.6864 161.6864
  cramersv      0.0048 0.0048
  cramersv_ns   0.0034 0.0034
  theil_u       0.0060 0.0672
  catcoocc_i    0.0010 0.0108
  catcoocc_ii   25.9895 25.9895
-- ('H', 'ɔ')
  mle           0.0154 0.0301
  pmi           0.1636 0.1636
  npmi          0.0209 0.0209
  chi2          76.5327 76.5327
  chi2_ns       76.7175 76.7175
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.3772 0.0151
  catcoocc_i    0.0617 0.0025
  catcoocc_ii   12.5238 12.5238
-- ('H', 'ɔɪ')
  mle           0.0008 0.0159
  pmi           -0.4737 -0.4737
  npmi          -0.0440 -0.0440
  chi2          33.9118 33.9118
  chi2_ns       34.2985 34.2985
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.8985 0.0488
  catcoocc_i    -0.4256 -0.0231
  catcoocc_ii   -16.0637 -16.0637
-- ('H', 'ɛ')
  mle           0.0312 0.0248
  pmi           -0.0314 -0.0314
  npmi          -0.0044 -0.0044
  chi2          5.7914 5.7914
  chi2_ns       5.8241 5.8241
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0041 0.1537
  catcoocc_i    -0.0001 -0.0048
  catcoocc_ii   -0.1818 -0.1818
-- ('H', 'ɝ')
  mle           0.0377 0.0278
  pmi           0.0846 0.0846
  npmi          0.0122 0.0122
  chi2          51.1714 51.1714
  chi2_ns       51.2652 51.2652
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.0046 0.1985
  catcoocc_i    0.0004 0.0168
  catcoocc_ii   4.3270 4.3270
-- ('H', 'ɡ')
  mle           0.0118 0.0200
  pmi           -0.2469 -0.2469
  npmi          -0.0305 -0.0305
  chi2          134.2115 134.2115
  chi2_ns       134.4394 134.4394
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.3047 0.0139
  catcoocc_i    -0.0752 -0.0034
  catcoocc_ii   -33.1353 -33.1353
-- ('H', 'ɪ')
  mle           0.0574 0.0236
  pmi           -0.0791 -0.0791
  npmi          -0.0121 -0.0121
  chi2          70.0996 70.0996
  chi2_ns       70.1828 70.1828
  cramersv      0.0031 0.0031
  cramersv_ns   0.0022 0.0022
  theil_u       0.0059 0.4834
  catcoocc_i    -0.0005 -0.0382
  catcoocc_ii   -5.5423 -5.5423
-- ('H', 'ɹ')
  mle           0.0482 0.0230
  pmi           -0.1048 -0.1048
  npmi          -0.0157 -0.0157
  chi2          102.6455 102.6455
  chi2_ns       102.7534 102.7534
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.0010 0.4213
  catcoocc_i    -0.0001 -0.0442
  catcoocc_ii   -10.7592 -10.7592
-- ('H', 'ʃ')
  mle           0.0335 0.0740
  pmi           1.0615 1.0615
  npmi          0.1503 0.1503
  chi2          7680.6214 7680.6214
  chi2_ns       7682.5845 7682.5845
  cramersv      0.0332 0.0332
  cramersv_ns   0.0235 0.0235
  theil_u       0.4261 0.0154
  catcoocc_i    0.4524 0.0164
  catcoocc_ii   8153.2010 8153.2010
-- ('H', 'ʊ')
  mle           0.0032 0.0313
  pmi           0.2006 0.2006
  npmi          0.0213 0.0213
  chi2          23.2353 23.2353
  chi2_ns       23.4632 23.4632
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.8243 0.0334
  catcoocc_i    0.1653 0.0067
  catcoocc_ii   4.6601 4.6601
-- ('H', 'ʌ')
  mle           0.0731 0.0218
  pmi           -0.1584 -0.1584
  npmi          -0.0252 -0.0252
  chi2          368.6417 368.6417
  chi2_ns       368.8061 368.8061
  cramersv      0.0073 0.0073
  cramersv_ns   0.0051 0.0051
  theil_u       0.0210 0.5978
  catcoocc_i    -0.0033 -0.0947
  catcoocc_ii   -58.3953 -58.3953
-- ('H', 'ʒ')
  mle           0.0003 0.0114
  pmi           -0.8043 -0.8043
  npmi          -0.0684 -0.0684
  chi2          37.9910 37.9910
  chi2_ns       38.5565 38.5565
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.9405 0.0745
  catcoocc_i    -0.7565 -0.0599
  catcoocc_ii   -30.5580 -30.5580
-- ('H', 'θ')
  mle           0.0186 0.1339
  pmi           1.6550 1.6550
  npmi          0.2164 0.2164
  chi2          11718.9279 11718.9279
  chi2_ns       11723.2875 11723.2875
  cramersv      0.0410 0.0410
  cramersv_ns   0.0290 0.0290
  theil_u       0.7681 0.0247
  catcoocc_i    1.2712 0.0409
  catcoocc_ii   19395.3287 19395.3287
-- ('I', 'aɪ')
  mle           0.0234 0.1447
  pmi           0.5751 0.5751
  npmi          0.0918 0.0918
  chi2          4992.6633 4992.6633
  chi2_ns       4993.5207 4993.5207
  cramersv      0.0267 0.0267
  cramersv_ns   0.0189 0.0189
  theil_u       0.7393 0.0102
  catcoocc_i    0.4251 0.0059
  catcoocc_ii   2871.0457 2871.0457
-- ('I', 'aʊ')
  mle           0.0016 0.0345
  pmi           -0.8596 -0.8596
  npmi          -0.0964 -0.0964
  chi2          800.3616 800.3616
  chi2_ns       800.9917 800.9917
  cramersv      0.0107 0.0107
  cramersv_ns   0.0076 0.0076
  theil_u       0.9035 0.0270
  catcoocc_i    -0.7766 -0.0232
  catcoocc_ii   -687.9909 -687.9909
-- ('I', 'b')
  mle           0.0188 0.0645
  pmi           -0.2325 -0.2325
  npmi          -0.0359 -0.0359
  chi2          647.6174 647.6174
  chi2_ns       647.8487 647.8487
  cramersv      0.0096 0.0096
  cramersv_ns   0.0068 0.0068
  theil_u       0.5847 0.0110
  catcoocc_i    -0.1359 -0.0025
  catcoocc_ii   -150.5503 -150.5503
-- ('I', 'd')
  mle           0.0338 0.0744
  pmi           -0.0907 -0.0907
  npmi          -0.0154 -0.0154
  chi2          178.9355 178.9355
  chi2_ns       179.0335 179.0335
  cramersv      0.0050 0.0050
  cramersv_ns   0.0036 0.0036
  theil_u       0.4211 0.0011
  catcoocc_i    -0.0382 -0.0001
  catcoocc_ii   -16.2347 -16.2347
-- ('I', 'dʒ')
  mle           0.0073 0.0816
  pmi           0.0025 0.0025
  npmi          0.0003 0.0003
  chi2          0.0265 0.0265
  chi2_ns       0.0292 0.0292
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.8387 0.0157
  catcoocc_i    0.0021 0.0000
  catcoocc_ii   0.0001 0.0001
-- ('I', 'eɪ')
  mle           0.0161 0.0825
  pmi           0.0125 0.0125
  npmi          0.0019 0.0019
  chi2          1.5716 1.5716
  chi2_ns       1.5855 1.5855
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.6964 0.0104
  catcoocc_i    0.0087 0.0001
  catcoocc_ii   0.0197 0.0197
-- ('I', 'f')
  mle           0.0166 0.0833
  pmi           0.0228 0.0228
  npmi          0.0034 0.0034
  chi2          5.3897 5.3897
  chi2_ns       5.4152 5.4152
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.6916 0.0106
  catcoocc_i    0.0157 0.0002
  catcoocc_ii   0.1227 0.1227
-- ('I', 'h')
  mle           0.0076 0.0606
  pmi           -0.2953 -0.2953
  npmi          -0.0399 -0.0399
  chi2          414.8977 414.8977
  chi2_ns       415.1788 415.1788
  cramersv      0.0077 0.0077
  cramersv_ns   0.0054 0.0054
  theil_u       0.7875 0.0114
  catcoocc_i    -0.2325 -0.0034
  catcoocc_ii   -122.5004 -122.5004
-- ('I', 'i')
  mle           0.0517 0.1087
  pmi           0.2889 0.2889
  npmi          0.0528 0.0528
  chi2          2796.3927 2796.3927
  chi2_ns       2796.7720 2796.7720
  cramersv      0.0200 0.0200
  cramersv_ns   0.0141 0.0141
  theil_u       0.4059 0.0040
  catcoocc_i    0.1173 0.0012
  catcoocc_ii   807.9450 807.9450
-- ('I', 'j')
  mle           0.0061 0.0856
  pmi           0.0496 0.0496
  npmi          0.0065 0.0065
  chi2          9.2856 9.2856
  chi2_ns       9.3413 9.3413
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.8668 0.0183
  catcoocc_i    0.0430 0.0009
  catcoocc_ii   0.4609 0.4609
-- ('I', 'k')
  mle           0.0465 0.0766
  pmi           -0.0608 -0.0608
  npmi          -0.0109 -0.0109
  chi2          111.7426 111.7426
  chi2_ns       111.8101 111.8101
  cramersv      0.0040 0.0040
  cramersv_ns   0.0028 0.0028
  theil_u       0.2926 0.0050
  catcoocc_i    -0.0178 -0.0003
  catcoocc_ii   -6.7910 -6.7910
-- ('I', 'l')
  mle           0.0548 0.0786
  pmi           -0.0355 -0.0355
  npmi          -0.0066 -0.0066
  chi2          45.4155 45.4155
  chi2_ns       45.4558 45.4558
  cramersv      0.0025 0.0025
  cramersv_ns   0.0018 0.0018
  theil_u       0.2173 0.0039
  catcoocc_i    -0.0077 -0.0001
  catcoocc_ii   -1.6142 -1.6142
-- ('I', 'm')
  mle           0.0319 0.0766
  pmi           -0.0617 -0.0617
  npmi          -0.0104 -0.0104
  chi2          77.6423 77.6423
  chi2_ns       77.7097 77.7097
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.4579 -0.0042
  catcoocc_i    -0.0283 0.0003
  catcoocc_ii   -4.7906 -4.7906
-- ('I', 'n')
  mle           0.0765 0.0847
  pmi           0.0396 0.0396
  npmi          0.0078 0.0078
  chi2          80.2959 80.2959
  chi2_ns       80.3434 80.3434
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.0664 0.0047
  catcoocc_i    0.0026 0.0002
  catcoocc_ii   3.1829 3.1829
-- ('I', 'oʊ')
  mle           0.0152 0.0605
  pmi           -0.2969 -0.2969
  npmi          -0.0443 -0.0443
  chi2          850.3324 850.3324
  chi2_ns       850.6179 850.6179
  cramersv      0.0110 0.0110
  cramersv_ns   0.0078 0.0078
  theil_u       0.6321 0.0131
  catcoocc_i    -0.1877 -0.0039
  catcoocc_ii   -252.5019 -252.5019
-- ('I', 'p')
  mle           0.0224 0.0784
  pmi           -0.0374 -0.0374
  npmi          -0.0059 -0.0059
  chi2          19.8480 19.8480
  chi2_ns       19.8889 19.8889
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.5898 0.0119
  catcoocc_i    -0.0221 -0.0004
  catcoocc_ii   -0.7430 -0.7430
-- ('I', 's')
  mle           0.0582 0.0804
  pmi           -0.0121 -0.0121
  npmi          -0.0023 -0.0023
  chi2          5.6315 5.6315
  chi2_ns       5.6454 5.6454
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.1968 0.0032
  catcoocc_i    -0.0024 -0.0000
  catcoocc_ii   -0.0684 -0.0684
-- ('I', 't')
  mle           0.0583 0.0803
  pmi           -0.0142 -0.0142
  npmi          -0.0027 -0.0027
  chi2          7.6901 7.6901
  chi2_ns       7.7064 7.7064
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.1941 0.0033
  catcoocc_i    -0.0028 -0.0000
  catcoocc_ii   -0.1090 -0.1090
-- ('I', 'tʃ')
  mle           0.0055 0.0775
  pmi           -0.0498 -0.0498
  npmi          -0.0065 -0.0065
  chi2          8.4707 8.4707
  chi2_ns       8.5239 8.5239
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.8647 0.0170
  catcoocc_i    -0.0431 -0.0008
  catcoocc_ii   -0.4219 -0.4219
-- ('I', 'u')
  mle           0.0084 0.0641
  pmi           -0.2391 -0.2391
  npmi          -0.0328 -0.0328
  chi2          300.3605 300.3605
  chi2_ns       300.5945 300.5945
  cramersv      0.0065 0.0065
  cramersv_ns   0.0046 0.0046
  theil_u       0.7824 0.0086
  catcoocc_i    -0.1871 -0.0021
  catcoocc_ii   -71.8226 -71.8226
-- ('I', 'v')
  mle           0.0143 0.0927
  pmi           0.1292 0.1292
  npmi          0.0191 0.0191
  chi2          149.1638 149.1638
  chi2_ns       149.3158 149.3158
  cramersv      0.0046 0.0046
  cramersv_ns   0.0032 0.0032
  theil_u       0.7459 0.0093
  catcoocc_i    0.0963 0.0012
  catcoocc_ii   19.2665 19.2665
-- ('I', 'w')
  mle           0.0095 0.0781
  pmi           -0.0417 -0.0417
  npmi          -0.0058 -0.0058
  chi2          10.2643 10.2643
  chi2_ns       10.3092 10.3092
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.7942 0.0130
  catcoocc_i    -0.0331 -0.0005
  catcoocc_ii   -0.4279 -0.4279
-- ('I', 'z')
  mle           0.0302 0.0774
  pmi           -0.0506 -0.0506
  npmi          -0.0084 -0.0084
  chi2          49.3619 49.3619
  chi2_ns       49.4174 49.4174
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.4856 -0.0023
  catcoocc_i    -0.0246 0.0001
  catcoocc_ii   -2.4986 -2.4986
-- ('I', 'æ')
  mle           0.0175 0.0570
  pmi           -0.3574 -0.3574
  npmi          -0.0545 -0.0545
  chi2          1434.1183 1434.1183
  chi2_ns       1434.4539 1434.4539
  cramersv      0.0143 0.0143
  cramersv_ns   0.0101 0.0101
  theil_u       0.5697 0.0099
  catcoocc_i    -0.2036 -0.0035
  catcoocc_ii   -512.5794 -512.5794
-- ('I', 'ð')
  mle           0.0003 0.0381
  pmi           -0.7608 -0.7608
  npmi          -0.0722 -0.0722
  chi2          121.8187 121.8187
  chi2_ns       122.3983 122.3983
  cramersv      0.0042 0.0042
  cramersv_ns   0.0029 0.0029
  theil_u       0.9769 0.0759
  catcoocc_i    -0.7432 -0.0578
  catcoocc_ii   -92.6822 -92.6822
-- ('I', 'ŋ')
  mle           0.0192 0.1278
  pmi           0.4504 0.4504
  npmi          0.0697 0.0697
  chi2          2487.4985 2487.4985
  chi2_ns       2488.1256 2488.1256
  cramersv      0.0189 0.0189
  cramersv_ns   0.0133 0.0133
  theil_u       0.7517 0.0097
  catcoocc_i    0.3386 0.0044
  catcoocc_ii   1120.4733 1120.4733
-- ('I', 'ɑ')
  mle           0.0200 0.0580
  pmi           -0.3398 -0.3398
  npmi          -0.0529 -0.0529
  chi2          1485.2050 1485.2050
  chi2_ns       1485.5276 1485.5276
  cramersv      0.0146 0.0146
  cramersv_ns   0.0103 0.0103
  theil_u       0.5317 0.0049
  catcoocc_i    -0.1807 -0.0017
  catcoocc_ii   -504.6051 -504.6051
-- ('I', 'ɔ')
  mle           0.0079 0.0491
  pmi           -0.5055 -0.5055
  npmi          -0.0688 -0.0688
  chi2          1289.2754 1289.2754
  chi2_ns       1289.7131 1289.7131
  cramersv      0.0136 0.0136
  cramersv_ns   0.0096 0.0096
  theil_u       0.7422 0.0099
  catcoocc_i    -0.3751 -0.0050
  catcoocc_ii   -651.6892 -651.6892
-- ('I', 'ɔɪ')
  mle           0.0015 0.0900
  pmi           0.1006 0.1006
  npmi          0.0111 0.0111
  chi2          8.9926 8.9926
  chi2_ns       9.1076 9.1076
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.9616 0.0490
  catcoocc_i    0.0967 0.0049
  catcoocc_ii   0.9046 0.9046
-- ('I', 'ɛ')
  mle           0.0245 0.0621
  pmi           -0.2711 -0.2711
  npmi          -0.0436 -0.0436
  chi2          1160.0980 1160.0980
  chi2_ns       1160.3651 1160.3651
  cramersv      0.0129 0.0129
  cramersv_ns   0.0091 0.0091
  theil_u       0.4791 -0.0035
  catcoocc_i    -0.1299 0.0010
  catcoocc_ii   -314.4947 -314.4947
-- ('I', 'ɝ')
  mle           0.0244 0.0573
  pmi           -0.3508 -0.3508
  npmi          -0.0564 -0.0564
  chi2          1945.6149 1945.6149
  chi2_ns       1945.9486 1945.9486
  cramersv      0.0167 0.0167
  cramersv_ns   0.0118 0.0118
  theil_u       0.4491 -0.0030
  catcoocc_i    -0.1576 0.0011
  catcoocc_ii   -682.5906 -682.5906
-- ('I', 'ɡ')
  mle           0.0124 0.0671
  pmi           -0.1929 -0.1929
  npmi          -0.0280 -0.0280
  chi2          291.5877 291.5877
  chi2_ns       291.7815 291.7815
  cramersv      0.0065 0.0065
  cramersv_ns   0.0046 0.0046
  theil_u       0.7069 0.0116
  catcoocc_i    -0.1363 -0.0022
  catcoocc_ii   -56.2442 -56.2442
-- ('I', 'ɪ')
  mle           0.1084 0.1421
  pmi           0.5567 0.5567
  npmi          0.1177 0.1177
  chi2          22749.9509 22749.9509
  chi2_ns       22750.8157 22750.8157
  cramersv      0.0571 0.0571
  cramersv_ns   0.0404 0.0404
  theil_u       0.1680 0.0028
  catcoocc_i    0.0935 0.0016
  catcoocc_ii   12665.8741 12665.8741
-- ('I', 'ɹ')
  mle           0.0468 0.0712
  pmi           -0.1349 -0.1349
  npmi          -0.0242 -0.0242
  chi2          557.4551 557.4551
  chi2_ns       557.6002 557.6002
  cramersv      0.0089 0.0089
  cramersv_ns   0.0063 0.0063
  theil_u       0.2484 0.0057
  catcoocc_i    -0.0335 -0.0008
  catcoocc_ii   -75.1877 -75.1877
-- ('I', 'ʃ')
  mle           0.0151 0.1062
  pmi           0.2654 0.2654
  npmi          0.0396 0.0396
  chi2          669.5640 669.5640
  chi2_ns       669.8987 669.8987
  cramersv      0.0098 0.0098
  cramersv_ns   0.0069 0.0069
  theil_u       0.7636 0.0089
  catcoocc_i    0.2026 0.0024
  catcoocc_ii   177.6759 177.6759
-- ('I', 'ʊ')
  mle           0.0014 0.0432
  pmi           -0.6345 -0.6345
  npmi          -0.0697 -0.0697
  chi2          353.8453 353.8453
  chi2_ns       354.3578 354.3578
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.9317 0.0289
  catcoocc_i    -0.5911 -0.0183
  catcoocc_ii   -224.5024 -224.5024
-- ('I', 'ʌ')
  mle           0.0825 0.0784
  pmi           -0.0382 -0.0382
  npmi          -0.0076 -0.0076
  chi2          81.3836 81.3836
  chi2_ns       81.4282 81.4282
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.0046 0.0364
  catcoocc_i    -0.0002 -0.0014
  catcoocc_ii   -3.1079 -3.1079
-- ('I', 'ʒ')
  mle           0.0010 0.1162
  pmi           0.3552 0.3552
  npmi          0.0376 0.0376
  chi2          77.0333 77.0333
  chi2_ns       77.4972 77.4972
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.9779 0.0808
  catcoocc_i    0.3473 0.0287
  catcoocc_ii   27.3609 27.3609
-- ('I', 'θ')
  mle           0.0025 0.0571
  pmi           -0.3558 -0.3558
  npmi          -0.0418 -0.0418
  chi2          197.5749 197.5749
  chi2_ns       197.9019 197.9019
  cramersv      0.0053 0.0053
  cramersv_ns   0.0037 0.0037
  theil_u       0.9085 0.0275
  catcoocc_i    -0.3232 -0.0098
  catcoocc_ii   -70.2943 -70.2943
-- ('J', 'aɪ')
  mle           0.0084 0.0015
  pmi           -0.4523 -0.4523
  npmi          -0.0418 -0.0418
  chi2          28.8064 28.8064
  chi2_ns       29.1748 29.1748
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0164 0.7306
  catcoocc_i    -0.0074 -0.3305
  catcoocc_ii   -13.0306 -13.0306
-- ('J', 'aʊ')
  mle           0.0018 0.0011
  pmi           -0.7886 -0.7886
  npmi          -0.0636 -0.0636
  chi2          18.5614 18.5614
  chi2_ns       19.1064 19.1064
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.0060 0.3071
  catcoocc_i    -0.0047 -0.2422
  catcoocc_ii   -14.6370 -14.6370
-- ('J', 'b')
  mle           0.0171 0.0017
  pmi           -0.3266 -0.3266
  npmi          -0.0323 -0.0323
  chi2          30.8763 30.8763
  chi2_ns       31.1617 31.1617
  cramersv      0.0021 0.0021
  cramersv_ns   0.0014 0.0014
  theil_u       0.0588 0.8331
  catcoocc_i    -0.0192 -0.2721
  catcoocc_ii   -10.0844 -10.0844
-- ('J', 'd')
  mle           0.0207 0.0013
  pmi           -0.5807 -0.5807
  npmi          -0.0585 -0.0585
  chi2          122.6253 122.6253
  chi2_ns       123.0834 123.0834
  cramersv      0.0042 0.0042
  cramersv_ns   0.0029 0.0029
  theil_u       0.0521 0.8841
  catcoocc_i    -0.0302 -0.5134
  catcoocc_ii   -71.2053 -71.2053
-- ('J', 'dʒ')
  mle           0.1351 0.0440
  pmi           2.9272 2.9272
  npmi          0.3635 0.3635
  chi2          37545.3615 37545.3615
  chi2_ns       37563.2049 37563.2049
  cramersv      0.0733 0.0733
  cramersv_ns   0.0519 0.0519
  theil_u       0.0381 0.5679
  catcoocc_i    0.1116 1.6624
  catcoocc_ii   109901.5123 109901.5123
-- ('J', 'eɪ')
  mle           0.0171 0.0025
  pmi           0.0708 0.0708
  npmi          0.0070 0.0070
  chi2          1.3632 1.3632
  chi2_ns       1.4370 1.4370
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.0394 0.7683
  catcoocc_i    0.0028 0.0544
  catcoocc_ii   0.0966 0.0966
-- ('J', 'f')
  mle           0.0100 0.0015
  pmi           -0.4825 -0.4825
  npmi          -0.0453 -0.0453
  chi2          39.5159 39.5159
  chi2_ns       39.9049 39.9049
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0203 0.7716
  catcoocc_i    -0.0098 -0.3723
  catcoocc_ii   -19.0664 -19.0664
-- ('J', 'h')
  mle           0.0071 0.0016
  pmi           -0.3571 -0.3571
  npmi          -0.0325 -0.0325
  chi2          14.9654 14.9654
  chi2_ns       15.2680 15.2680
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.0269 0.6684
  catcoocc_i    -0.0096 -0.2387
  catcoocc_ii   -5.3438 -5.3438
-- ('J', 'i')
  mle           0.0424 0.0026
  pmi           0.0898 0.0898
  npmi          0.0097 0.0097
  chi2          5.7690 5.7690
  chi2_ns       5.8666 5.8666
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0578 0.8883
  catcoocc_i    0.0052 0.0798
  catcoocc_ii   0.5181 0.5181
-- ('J', 'j')
  mle           0.0222 0.0090
  pmi           1.3421 1.3421
  npmi          0.1361 0.1361
  chi2          765.6238 765.6238
  chi2_ns       768.4713 768.4713
  cramersv      0.0105 0.0105
  cramersv_ns   0.0074 0.0074
  theil_u       0.0218 0.4884
  catcoocc_i    0.0293 0.6555
  catcoocc_ii   1027.5216 1027.5216
-- ('J', 'k')
  mle           0.0481 0.0023
  pmi           -0.0262 -0.0262
  npmi          -0.0029 -0.0029
  chi2          0.5453 0.5453
  chi2_ns       0.5722 0.5722
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0545 0.9089
  catcoocc_i    -0.0014 -0.0238
  catcoocc_ii   -0.0143 -0.0143
-- ('J', 'l')
  mle           0.0309 0.0013
  pmi           -0.6101 -0.6101
  npmi          -0.0640 -0.0640
  chi2          206.7794 206.7794
  chi2_ns       207.2645 207.2645
  cramersv      0.0054 0.0054
  cramersv_ns   0.0038 0.0038
  theil_u       0.0718 0.9190
  catcoocc_i    -0.0438 -0.5607
  catcoocc_ii   -126.1564 -126.1564
-- ('J', 'm')
  mle           0.0227 0.0016
  pmi           -0.4021 -0.4021
  npmi          -0.0409 -0.0409
  chi2          63.0903 63.0903
  chi2_ns       63.4334 63.4334
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.0515 0.8749
  catcoocc_i    -0.0207 -0.3519
  catcoocc_ii   -25.3716 -25.3716
-- ('J', 'n')
  mle           0.0759 0.0024
  pmi           0.0312 0.0312
  npmi          0.0036 0.0036
  chi2          1.2797 1.2797
  chi2_ns       1.3137 1.3137
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.0579 0.9348
  catcoocc_i    0.0018 0.0291
  catcoocc_ii   0.0399 0.0399
-- ('J', 'oʊ')
  mle           0.0253 0.0029
  pmi           0.2144 0.2144
  npmi          0.0220 0.0220
  chi2          19.3958 19.3958
  chi2_ns       19.6397 19.6397
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.0394 0.8115
  catcoocc_i    0.0084 0.1740
  catcoocc_ii   4.1582 4.1582
-- ('J', 'p')
  mle           0.0103 0.0010
  pmi           -0.8173 -0.8173
  npmi          -0.0769 -0.0769
  chi2          121.8611 121.8611
  chi2_ns       122.4334 122.4334
  cramersv      0.0042 0.0042
  cramersv_ns   0.0029 0.0029
  theil_u       0.0287 0.8300
  catcoocc_i    -0.0234 -0.6783
  catcoocc_ii   -99.5934 -99.5934
-- ('J', 's')
  mle           0.0472 0.0019
  pmi           -0.2225 -0.2225
  npmi          -0.0244 -0.0244
  chi2          40.8661 40.8661
  chi2_ns       41.0783 41.0783
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0526 0.9213
  catcoocc_i    -0.0117 -0.2050
  catcoocc_ii   -9.0918 -9.0918
-- ('J', 't')
  mle           0.0365 0.0015
  pmi           -0.4831 -0.4831
  npmi          -0.0516 -0.0516
  chi2          151.7100 151.7100
  chi2_ns       152.1179 152.1179
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.0463 0.9215
  catcoocc_i    -0.0224 -0.4452
  catcoocc_ii   -73.2946 -73.2946
-- ('J', 'tʃ')
  mle           0.0038 0.0015
  pmi           -0.4316 -0.4316
  npmi          -0.0371 -0.0371
  chi2          11.4728 11.4728
  chi2_ns       11.8236 11.8236
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.0403 0.4870
  catcoocc_i    -0.0174 -0.2102
  catcoocc_ii   -4.9512 -4.9512
-- ('J', 'u')
  mle           0.0217 0.0048
  pmi           0.7138 0.7138
  npmi          0.0722 0.0722
  chi2          191.1892 191.1892
  chi2_ns       192.2431 192.2431
  cramersv      0.0052 0.0052
  cramersv_ns   0.0037 0.0037
  theil_u       0.0329 0.6808
  catcoocc_i    0.0235 0.4860
  catcoocc_ii   136.4714 136.4714
-- ('J', 'v')
  mle           0.0079 0.0015
  pmi           -0.4616 -0.4616
  npmi          -0.0424 -0.0424
  chi2          28.2520 28.2520
  chi2_ns       28.6261 28.6261
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0299 0.7191
  catcoocc_i    -0.0138 -0.3320
  catcoocc_ii   -13.0424 -13.0424
-- ('J', 'w')
  mle           0.0065 0.0015
  pmi           -0.4198 -0.4198
  npmi          -0.0379 -0.0379
  chi2          19.0232 19.0232
  chi2_ns       19.3687 19.3687
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       -0.0014 0.6611
  catcoocc_i    0.0006 -0.2775
  catcoocc_ii   -7.9852 -7.9852
-- ('J', 'z')
  mle           0.0351 0.0026
  pmi           0.0996 0.0996
  npmi          0.0106 0.0106
  chi2          5.8170 5.8170
  chi2_ns       5.9248 5.9248
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0529 0.8685
  catcoocc_i    0.0053 0.0865
  catcoocc_ii   0.5791 0.5791
-- ('J', 'æ')
  mle           0.0267 0.0025
  pmi           0.0662 0.0662
  npmi          0.0068 0.0068
  chi2          1.9116 1.9116
  chi2_ns       1.9813 1.9813
  cramersv      0.0004 0.0004
  cramersv_ns   0.0000 0.0000
  theil_u       0.0457 0.8387
  catcoocc_i    0.0030 0.0555
  catcoocc_ii   0.1265 0.1265
-- ('J', 'ð')
  mle           0.0000 0.0000
  pmi           -18.1978 -18.1978
  npmi          -0.5774 -0.5774
  chi2          10.5159 10.5159
  chi2_ns       11.4971 11.4971
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.5835 0.0298
  catcoocc_i    -10.6192 -0.5420
  catcoocc_ii   -191.3659 -191.3659
-- ('J', 'ŋ')
  mle           0.0123 0.0024
  pmi           0.0056 0.0056
  npmi          0.0005 0.0005
  chi2          0.0020 0.0020
  chi2_ns       0.0065 0.0065
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0232 0.7154
  catcoocc_i    0.0001 0.0040
  catcoocc_ii   0.0000 0.0000
-- ('J', 'ɑ')
  mle           0.0396 0.0033
  pmi           0.3414 0.3414
  npmi          0.0368 0.0368
  chi2          78.5864 78.5864
  chi2_ns       79.0055 79.0055
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0722 0.8540
  catcoocc_i    0.0246 0.2915
  catcoocc_ii   26.8271 26.8271
-- ('J', 'ɔ')
  mle           0.0087 0.0016
  pmi           -0.4079 -0.4079
  npmi          -0.0378 -0.0378
  chi2          24.1580 24.1580
  chi2_ns       24.4970 24.4970
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.0296 0.7289
  catcoocc_i    -0.0121 -0.2973
  catcoocc_ii   -9.8531 -9.8531
-- ('J', 'ɔɪ')
  mle           0.0061 0.0110
  pmi           1.5425 1.5425
  npmi          0.1384 0.1384
  chi2          289.2837 289.2837
  chi2_ns       292.9618 292.9618
  cramersv      0.0064 0.0064
  cramersv_ns   0.0046 0.0046
  theil_u       0.3441 0.0255
  catcoocc_i    0.5307 0.0394
  catcoocc_ii   446.2113 446.2113
-- ('J', 'ɛ')
  mle           0.0349 0.0026
  pmi           0.0821 0.0821
  npmi          0.0087 0.0087
  chi2          3.9292 3.9292
  chi2_ns       4.0174 4.0174
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.0335 0.8700
  catcoocc_i    0.0027 0.0714
  catcoocc_ii   0.3226 0.3226
-- ('J', 'ɝ')
  mle           0.0222 0.0015
  pmi           -0.4440 -0.4440
  npmi          -0.0450 -0.0450
  chi2          75.7788 75.7788
  chi2_ns       76.1507 76.1507
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0470 0.8777
  catcoocc_i    -0.0209 -0.3897
  catcoocc_ii   -33.6441 -33.6441
-- ('J', 'ɡ')
  mle           0.0093 0.0015
  pmi           -0.4844 -0.4844
  npmi          -0.0451 -0.0451
  chi2          36.8593 36.8593
  chi2_ns       37.2490 37.2490
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0361 0.7577
  catcoocc_i    -0.0175 -0.3670
  catcoocc_ii   -17.8529 -17.8529
-- ('J', 'ɪ')
  mle           0.0441 0.0017
  pmi           -0.3438 -0.3438
  npmi          -0.0375 -0.0375
  chi2          92.1636 92.1636
  chi2_ns       92.4743 92.4743
  cramersv      0.0036 0.0036
  cramersv_ns   0.0025 0.0025
  theil_u       0.0484 0.9249
  catcoocc_i    -0.0167 -0.3180
  catcoocc_ii   -31.6829 -31.6829
-- ('J', 'ɹ')
  mle           0.0330 0.0015
  pmi           -0.4846 -0.4846
  npmi          -0.0512 -0.0512
  chi2          137.2838 137.2838
  chi2_ns       137.6902 137.6902
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.0605 0.9147
  catcoocc_i    -0.0293 -0.4432
  catcoocc_ii   -66.5217 -66.5217
-- ('J', 'ʃ')
  mle           0.0061 0.0012
  pmi           -0.6354 -0.6354
  npmi          -0.0570 -0.0570
  chi2          42.2847 42.2847
  chi2_ns       42.7603 42.7603
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0241 0.7005
  catcoocc_i    -0.0153 -0.4451
  catcoocc_ii   -26.8670 -26.8670
-- ('J', 'ʊ')
  mle           0.0032 0.0029
  pmi           0.1996 0.1996
  npmi          0.0169 0.0169
  chi2          1.8733 1.8733
  chi2_ns       2.0894 2.0894
  cramersv      0.0004 0.0004
  cramersv_ns   0.0001 0.0001
  theil_u       0.0145 0.0743
  catcoocc_i    0.0029 0.0148
  catcoocc_ii   0.3740 0.3740
-- ('J', 'ʌ')
  mle           0.0941 0.0026
  pmi           0.0938 0.0938
  npmi          0.0111 0.0111
  chi2          14.8313 14.8313
  chi2_ns       14.9389 14.9389
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.0516 0.9428
  catcoocc_i    0.0048 0.0884
  catcoocc_ii   1.3906 1.3906
-- ('J', 'ʒ')
  mle           0.0046 0.0158
  pmi           1.9037 1.9037
  npmi          0.1666 0.1666
  chi2          364.7574 364.7574
  chi2_ns       370.4634 370.4634
  cramersv      0.0072 0.0072
  cramersv_ns   0.0051 0.0051
  theil_u       0.5961 0.0358
  catcoocc_i    1.1349 0.0681
  catcoocc_ii   694.3879 694.3879
-- ('J', 'θ')
  mle           0.0015 0.0010
  pmi           -0.8504 -0.8504
  npmi          -0.0678 -0.0678
  chi2          18.7359 18.7359
  chi2_ns       19.3078 19.3078
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.0109 0.2610
  catcoocc_i    -0.0093 -0.2219
  catcoocc_ii   -15.9323 -15.9323
-- ('K', 'aɪ')
  mle           0.0088 0.0103
  pmi           -0.3999 -0.3999
  npmi          -0.0449 -0.0449
  chi2          157.0818 157.0818
  chi2_ns       157.4208 157.4208
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0981 0.0084
  catcoocc_i    -0.0392 -0.0033
  catcoocc_ii   -62.8133 -62.8133
-- ('K', 'aʊ')
  mle           0.0037 0.0146
  pmi           -0.0474 -0.0474
  npmi          -0.0048 -0.0048
  chi2          0.8575 0.8575
  chi2_ns       0.9041 0.9041
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.6331 0.0141
  catcoocc_i    -0.0300 -0.0007
  catcoocc_ii   -0.0406 -0.0406
-- ('K', 'b')
  mle           0.0277 0.0178
  pmi           0.1537 0.1537
  npmi          0.0198 0.0198
  chi2          72.6809 72.6809
  chi2_ns       72.8536 72.8536
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.0110 0.2684
  catcoocc_i    0.0017 0.0412
  catcoocc_ii   11.1706 11.1706
-- ('K', 'd')
  mle           0.0189 0.0078
  pmi           -0.6736 -0.6736
  npmi          -0.0827 -0.0827
  chi2          1001.6463 1001.6463
  chi2_ns       1002.1631 1002.1631
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.0181 0.4735
  catcoocc_i    -0.0122 -0.3190
  catcoocc_ii   -674.6972 -674.6972
-- ('K', 'dʒ')
  mle           0.0041 0.0086
  pmi           -0.5727 -0.5727
  npmi          -0.0592 -0.0592
  chi2          149.8536 149.8536
  chi2_ns       150.2993 150.2993
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.4099 0.0105
  catcoocc_i    -0.2347 -0.0060
  catcoocc_ii   -85.8142 -85.8142
-- ('K', 'eɪ')
  mle           0.0111 0.0107
  pmi           -0.3613 -0.3613
  npmi          -0.0416 -0.0416
  chi2          160.8876 160.8876
  chi2_ns       161.2003 161.2003
  cramersv      0.0048 0.0048
  cramersv_ns   0.0034 0.0034
  theil_u       0.0062 0.0297
  catcoocc_i    -0.0022 -0.0107
  catcoocc_ii   -58.1220 -58.1220
-- ('K', 'f')
  mle           0.0125 0.0118
  pmi           -0.2584 -0.2584
  npmi          -0.0302 -0.0302
  chi2          92.6580 92.6580
  chi2_ns       92.8929 92.8929
  cramersv      0.0036 0.0036
  cramersv_ns   0.0026 0.0026
  theil_u       0.0062 0.0431
  catcoocc_i    -0.0016 -0.0111
  catcoocc_ii   -23.9447 -23.9447
-- ('K', 'h')
  mle           0.0100 0.0151
  pmi           -0.0142 -0.0142
  npmi          -0.0016 -0.0016
  chi2          0.2082 0.2082
  chi2_ns       0.2225 0.2225
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.2459 0.0121
  catcoocc_i    -0.0035 -0.0002
  catcoocc_ii   -0.0030 -0.0030
-- ('K', 'i')
  mle           0.0406 0.0161
  pmi           0.0478 0.0478
  npmi          0.0065 0.0065
  chi2          10.4208 10.4208
  chi2_ns       10.4724 10.4724
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.0112 0.4922
  catcoocc_i    0.0005 0.0235
  catcoocc_ii   0.4981 0.4981
-- ('K', 'j')
  mle           0.0057 0.0152
  pmi           -0.0082 -0.0082
  npmi          -0.0009 -0.0009
  chi2          0.0345 0.0345
  chi2_ns       0.0425 0.0425
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.5029 0.0052
  catcoocc_i    -0.0041 -0.0000
  catcoocc_ii   -0.0003 -0.0003
-- ('K', 'k')
  mle           0.1876 0.0581
  pmi           1.3342 1.3342
  npmi          0.2279 0.2279
  chi2          44099.9272 44099.9272
  chi2_ns       44102.9152 44102.9152
  cramersv      0.0795 0.0795
  cramersv_ns   0.0562 0.0562
  theil_u       0.0357 0.5792
  catcoocc_i    0.0476 0.7728
  catcoocc_ii   58838.1282 58838.1282
-- ('K', 'l')
  mle           0.0480 0.0129
  pmi           -0.1693 -0.1693
  npmi          -0.0235 -0.0235
  chi2          158.3269 158.3269
  chi2_ns       158.4945 158.4945
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0246 0.6219
  catcoocc_i    -0.0042 -0.1053
  catcoocc_ii   -26.8033 -26.8033
-- ('K', 'm')
  mle           0.0273 0.0123
  pmi           -0.2175 -0.2175
  npmi          -0.0280 -0.0280
  chi2          145.2076 145.2076
  chi2_ns       145.4130 145.4130
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.0036 0.4369
  catcoocc_i    -0.0008 -0.0950
  catcoocc_ii   -31.5868 -31.5868
-- ('K', 'n')
  mle           0.0514 0.0107
  pmi           -0.3583 -0.3583
  npmi          -0.0501 -0.0501
  chi2          780.7142 780.7142
  chi2_ns       781.0443 781.0443
  cramersv      0.0106 0.0106
  cramersv_ns   0.0075 0.0075
  theil_u       0.0248 0.6917
  catcoocc_i    -0.0089 -0.2478
  catcoocc_ii   -279.7077 -279.7077
-- ('K', 'oʊ')
  mle           0.0197 0.0148
  pmi           -0.0351 -0.0351
  npmi          -0.0043 -0.0043
  chi2          2.6519 2.6519
  chi2_ns       2.6876 2.6876
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.0042 0.1846
  catcoocc_i    -0.0001 -0.0065
  catcoocc_ii   -0.0931 -0.0931
-- ('K', 'p')
  mle           0.0173 0.0114
  pmi           -0.2979 -0.2979
  npmi          -0.0362 -0.0362
  chi2          171.1093 171.1093
  chi2_ns       171.3770 171.3770
  cramersv      0.0049 0.0049
  cramersv_ns   0.0035 0.0035
  theil_u       0.0044 0.2573
  catcoocc_i    -0.0013 -0.0767
  catcoocc_ii   -50.9692 -50.9692
-- ('K', 's')
  mle           0.0624 0.0162
  pmi           0.0573 0.0573
  npmi          0.0082 0.0082
  chi2          23.5467 23.5467
  chi2_ns       23.6103 23.6103
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.0213 0.6322
  catcoocc_i    0.0012 0.0362
  catcoocc_ii   1.3491 1.3491
-- ('K', 't')
  mle           0.0357 0.0092
  pmi           -0.5045 -0.5045
  npmi          -0.0672 -0.0672
  chi2          1069.3566 1069.3566
  chi2_ns       1069.7842 1069.7842
  cramersv      0.0124 0.0124
  cramersv_ns   0.0087 0.0087
  theil_u       0.0153 0.6334
  catcoocc_i    -0.0077 -0.3196
  catcoocc_ii   -539.5362 -539.5362
-- ('K', 'tʃ')
  mle           0.0071 0.0188
  pmi           0.2055 0.2055
  npmi          0.0225 0.0225
  chi2          32.7240 32.7240
  chi2_ns       32.9567 32.9567
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.4986 0.0045
  catcoocc_i    0.1025 0.0009
  catcoocc_ii   6.7262 6.7262
-- ('K', 'u')
  mle           0.0097 0.0140
  pmi           -0.0874 -0.0874
  npmi          -0.0099 -0.0099
  chi2          8.0657 8.0657
  chi2_ns       8.1513 8.1513
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.2250 0.0124
  catcoocc_i    -0.0197 -0.0011
  catcoocc_ii   -0.7046 -0.7046
-- ('K', 'v')
  mle           0.0086 0.0105
  pmi           -0.3741 -0.3741
  npmi          -0.0419 -0.0419
  chi2          133.8050 133.8050
  chi2_ns       134.1258 134.1258
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.1264 0.0072
  catcoocc_i    -0.0473 -0.0027
  catcoocc_ii   -50.0589 -50.0589
-- ('K', 'w')
  mle           0.0115 0.0178
  pmi           0.1526 0.1526
  npmi          0.0177 0.0177
  chi2          29.2875 29.2875
  chi2_ns       29.4563 29.4563
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.2617 0.0120
  catcoocc_i    0.0399 0.0018
  catcoocc_ii   4.4690 4.4690
-- ('K', 'z')
  mle           0.0212 0.0102
  pmi           -0.4047 -0.4047
  npmi          -0.0504 -0.0504
  chi2          393.5146 393.5146
  chi2_ns       393.8636 393.8636
  cramersv      0.0075 0.0075
  cramersv_ns   0.0053 0.0053
  theil_u       0.0011 0.4100
  catcoocc_i    -0.0004 -0.1659
  catcoocc_ii   -159.2488 -159.2488
-- ('K', 'æ')
  mle           0.0299 0.0183
  pmi           0.1774 0.1774
  npmi          0.0231 0.0231
  chi2          104.7050 104.7050
  chi2_ns       104.9071 104.9071
  cramersv      0.0039 0.0039
  cramersv_ns   0.0027 0.0027
  theil_u       0.0062 0.2959
  catcoocc_i    0.0011 0.0525
  catcoocc_ii   18.5745 18.5745
-- ('K', 'ð')
  mle           0.0001 0.0029
  pmi           -1.6704 -1.6704
  npmi          -0.1273 -0.1273
  chi2          49.0080 49.0080
  chi2_ns       49.8296 49.8296
  cramersv      0.0026 0.0026
  cramersv_ns   0.0019 0.0019
  theil_u       0.9055 0.0685
  catcoocc_i    -1.5126 -0.1145
  catcoocc_ii   -81.8619 -81.8619
-- ('K', 'ŋ')
  mle           0.0183 0.0228
  pmi           0.3996 0.3996
  npmi          0.0488 0.0488
  chi2          324.6443 324.6443
  chi2_ns       325.1492 325.1492
  cramersv      0.0068 0.0068
  cramersv_ns   0.0048 0.0048
  theil_u       0.1399 0.0083
  catcoocc_i    0.0559 0.0033
  catcoocc_ii   129.7395 129.7395
-- ('K', 'ɑ')
  mle           0.0345 0.0188
  pmi           0.2037 0.2037
  npmi          0.0270 0.0270
  chi2          159.9172 159.9172
  chi2_ns       160.1532 160.1532
  cramersv      0.0048 0.0048
  cramersv_ns   0.0034 0.0034
  theil_u       0.0088 0.3542
  catcoocc_i    0.0018 0.0721
  catcoocc_ii   32.5709 32.5709
-- ('K', 'ɔ')
  mle           0.0141 0.0165
  pmi           0.0728 0.0728
  npmi          0.0086 0.0086
  chi2          8.1074 8.1074
  chi2_ns       8.1849 8.1849
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.1040 0.0085
  catcoocc_i    0.0076 0.0006
  catcoocc_ii   0.5901 0.5901
-- ('K', 'ɔɪ')
  mle           0.0008 0.0094
  pmi           -0.4887 -0.4887
  npmi          -0.0432 -0.0432
  chi2          20.9137 20.9137
  chi2_ns       21.3050 21.3050
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.8472 0.0587
  catcoocc_i    -0.4140 -0.0287
  catcoocc_ii   -10.2206 -10.2206
-- ('K', 'ɛ')
  mle           0.0256 0.0122
  pmi           -0.2280 -0.2280
  npmi          -0.0291 -0.0291
  chi2          149.7837 149.7837
  chi2_ns       149.9976 149.9976
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.0082 0.4157
  catcoocc_i    -0.0019 -0.0948
  catcoocc_ii   -34.1568 -34.1568
-- ('K', 'ɝ')
  mle           0.0333 0.0147
  pmi           -0.0395 -0.0395
  npmi          -0.0052 -0.0052
  chi2          5.8018 5.8018
  chi2_ns       5.8424 5.8424
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0096 0.4475
  catcoocc_i    -0.0004 -0.0177
  catcoocc_ii   -0.2291 -0.2291
-- ('K', 'ɡ')
  mle           0.0068 0.0069
  pmi           -0.7963 -0.7963
  npmi          -0.0868 -0.0868
  chi2          500.3590 500.3590
  chi2_ns       500.9249 500.9249
  cramersv      0.0085 0.0085
  cramersv_ns   0.0060 0.0060
  theil_u       0.0126 0.0039
  catcoocc_i    -0.0100 -0.0031
  catcoocc_ii   -398.4168 -398.4168
-- ('K', 'ɪ')
  mle           0.0614 0.0151
  pmi           -0.0125 -0.0125
  npmi          -0.0018 -0.0018
  chi2          1.0968 1.0968
  chi2_ns       1.1103 1.1103
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       0.0173 0.6472
  catcoocc_i    -0.0002 -0.0081
  catcoocc_ii   -0.0137 -0.0137
-- ('K', 'ɹ')
  mle           0.0436 0.0125
  pmi           -0.2059 -0.2059
  npmi          -0.0282 -0.0282
  chi2          212.4768 212.4768
  chi2_ns       212.6764 212.6764
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.0164 0.6039
  catcoocc_i    -0.0034 -0.1244
  catcoocc_ii   -43.7571 -43.7571
-- ('K', 'ʃ')
  mle           0.0072 0.0096
  pmi           -0.4693 -0.4693
  npmi          -0.0515 -0.0515
  chi2          178.0232 178.0232
  chi2_ns       178.4079 178.4079
  cramersv      0.0050 0.0050
  cramersv_ns   0.0036 0.0036
  theil_u       0.1728 0.0079
  catcoocc_i    -0.0811 -0.0037
  catcoocc_ii   -83.5518 -83.5518
-- ('K', 'ʊ')
  mle           0.0052 0.0307
  pmi           0.6951 0.6951
  npmi          0.0736 0.0736
  chi2          282.7082 282.7082
  chi2_ns       283.7296 283.7296
  cramersv      0.0064 0.0064
  cramersv_ns   0.0045 0.0045
  theil_u       0.7348 0.0407
  catcoocc_i    0.5108 0.0283
  catcoocc_ii   196.5239 196.5239
-- ('K', 'ʌ')
  mle           0.0666 0.0119
  pmi           -0.2526 -0.2526
  npmi          -0.0367 -0.0367
  chi2          506.4375 506.4375
  chi2_ns       506.6854 506.6854
  cramersv      0.0085 0.0085
  cramersv_ns   0.0060 0.0060
  theil_u       0.0287 0.7265
  catcoocc_i    -0.0073 -0.1835
  catcoocc_ii   -127.9301 -127.9301
-- ('K', 'ʒ')
  mle           0.0001 0.0031
  pmi           -1.5894 -1.5894
  npmi          -0.1218 -0.1218
  chi2          46.5226 46.5226
  chi2_ns       47.3280 47.3280
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.9092 0.0701
  catcoocc_i    -1.4451 -0.1115
  catcoocc_ii   -73.9423 -73.9423
-- ('K', 'θ')
  mle           0.0020 0.0084
  pmi           -0.5973 -0.5973
  npmi          -0.0573 -0.0573
  chi2          77.8223 77.8223
  chi2_ns       78.2799 78.2799
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.6529 0.0208
  catcoocc_i    -0.3900 -0.0124
  catcoocc_ii   -46.4833 -46.4833
-- ('L', 'aɪ')
  mle           0.0116 0.0494
  pmi           -0.1305 -0.1305
  npmi          -0.0178 -0.0178
  chi2          83.1953 83.1953
  chi2_ns       83.3266 83.3266
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.6522 0.0208
  catcoocc_i    -0.0851 -0.0027
  catcoocc_ii   -10.8581 -10.8581
-- ('L', 'aʊ')
  mle           0.0027 0.0390
  pmi           -0.3681 -0.3681
  npmi          -0.0418 -0.0418
  chi2          153.5046 153.5046
  chi2_ns       153.8321 153.8321
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.8693 0.0320
  catcoocc_i    -0.3200 -0.0118
  catcoocc_ii   -56.5115 -56.5115
-- ('L', 'b')
  mle           0.0245 0.0582
  pmi           0.0325 0.0325
  npmi          0.0049 0.0049
  chi2          11.0438 11.0438
  chi2_ns       11.0796 11.0796
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.4534 0.0009
  catcoocc_i    0.0147 0.0000
  catcoocc_ii   0.3592 0.3592
-- ('L', 'd')
  mle           0.0316 0.0480
  pmi           -0.1600 -0.1600
  npmi          -0.0253 -0.0253
  chi2          349.9466 349.9466
  chi2_ns       350.1093 350.1093
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.2484 0.0082
  catcoocc_i    -0.0397 -0.0013
  catcoocc_ii   -55.9744 -55.9744
-- ('L', 'dʒ')
  mle           0.0060 0.0463
  pmi           -0.1956 -0.1956
  npmi          -0.0244 -0.0244
  chi2          95.6414 95.6414
  chi2_ns       95.8309 95.8309
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.7840 0.0290
  catcoocc_i    -0.1533 -0.0057
  catcoocc_ii   -18.7039 -18.7039
-- ('L', 'eɪ')
  mle           0.0134 0.0474
  pmi           -0.1732 -0.1732
  npmi          -0.0241 -0.0241
  chi2          170.1648 170.1648
  chi2_ns       170.3360 170.3360
  cramersv      0.0049 0.0049
  cramersv_ns   0.0035 0.0035
  theil_u       0.5966 0.0190
  catcoocc_i    -0.1033 -0.0033
  catcoocc_ii   -29.4725 -29.4725
-- ('L', 'f')
  mle           0.0164 0.0570
  pmi           0.0126 0.0126
  npmi          0.0018 0.0018
  chi2          1.0931 1.0931
  chi2_ns       1.1067 1.1067
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       0.5902 0.0179
  catcoocc_i    0.0074 0.0002
  catcoocc_ii   0.0138 0.0138
-- ('L', 'h')
  mle           0.0097 0.0538
  pmi           -0.0464 -0.0464
  npmi          -0.0062 -0.0062
  chi2          8.7405 8.7405
  chi2_ns       8.7889 8.7889
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.7155 0.0241
  catcoocc_i    -0.0332 -0.0011
  catcoocc_ii   -0.4055 -0.4055
-- ('L', 'i')
  mle           0.0408 0.0594
  pmi           0.0525 0.0525
  npmi          0.0086 0.0086
  chi2          48.6671 48.6671
  chi2_ns       48.7264 48.7264
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.2277 0.0090
  catcoocc_i    0.0120 0.0005
  catcoocc_ii   2.5542 2.5542
-- ('L', 'j')
  mle           0.0052 0.0501
  pmi           -0.1171 -0.1171
  npmi          -0.0144 -0.0144
  chi2          29.5354 29.5354
  chi2_ns       29.6530 29.6530
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.8208 0.0312
  catcoocc_i    -0.0961 -0.0037
  catcoocc_ii   -3.4582 -3.4582
-- ('L', 'k')
  mle           0.0442 0.0504
  pmi           -0.1107 -0.1107
  npmi          -0.0185 -0.0185
  chi2          237.7435 237.7435
  chi2_ns       237.8603 237.8603
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.0861 0.0046
  catcoocc_i    -0.0095 -0.0005
  catcoocc_ii   -26.3221 -26.3221
-- ('L', 'l')
  mle           0.1596 0.1582
  pmi           1.0330 1.0330
  npmi          0.2192 0.2192
  chi2          82180.1309 82180.1309
  chi2_ns       82182.1639 82182.1639
  cramersv      0.1085 0.1085
  cramersv_ns   0.0767 0.0767
  theil_u       0.0037 0.0087
  catcoocc_i    0.0038 0.0090
  catcoocc_ii   84891.8442 84891.8442
-- ('L', 'm')
  mle           0.0286 0.0475
  pmi           -0.1696 -0.1696
  npmi          -0.0264 -0.0264
  chi2          355.5403 355.5403
  chi2_ns       355.7114 355.7114
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.2937 0.0065
  catcoocc_i    -0.0498 -0.0011
  catcoocc_ii   -60.3064 -60.3064
-- ('L', 'n')
  mle           0.0539 0.0413
  pmi           -0.3112 -0.3112
  npmi          -0.0537 -0.0537
  chi2          2365.5318 2365.5318
  chi2_ns       2365.8377 2365.8377
  cramersv      0.0184 0.0184
  cramersv_ns   0.0130 0.0130
  theil_u       0.0045 0.1723
  catcoocc_i    -0.0014 -0.0536
  catcoocc_ii   -736.0620 -736.0620
-- ('L', 'oʊ')
  mle           0.0218 0.0602
  pmi           0.0670 0.0670
  npmi          0.0100 0.0100
  chi2          41.5531 41.5531
  chi2_ns       41.6280 41.6280
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.5135 0.0088
  catcoocc_i    0.0344 0.0006
  catcoocc_ii   2.7828 2.7828
-- ('L', 'p')
  mle           0.0198 0.0480
  pmi           -0.1608 -0.1608
  npmi          -0.0236 -0.0236
  chi2          218.6618 218.6618
  chi2_ns       218.8230 218.8230
  cramersv      0.0056 0.0056
  cramersv_ns   0.0039 0.0039
  theil_u       0.4602 0.0017
  catcoocc_i    -0.0740 -0.0003
  catcoocc_ii   -35.1581 -35.1581
-- ('L', 's')
  mle           0.0449 0.0430
  pmi           -0.2710 -0.2710
  npmi          -0.0453 -0.0453
  chi2          1469.0695 1469.0695
  chi2_ns       1469.3368 1469.3368
  cramersv      0.0145 0.0145
  cramersv_ns   0.0103 0.0103
  theil_u       0.0047 0.0322
  catcoocc_i    -0.0013 -0.0087
  catcoocc_ii   -398.0815 -398.0815
-- ('L', 't')
  mle           0.0436 0.0416
  pmi           -0.3031 -0.3031
  npmi          -0.0504 -0.0504
  chi2          1789.3416 1789.3416
  chi2_ns       1789.6361 1789.6361
  cramersv      0.0160 0.0160
  cramersv_ns   0.0113 0.0113
  theil_u       0.0054 0.0347
  catcoocc_i    -0.0016 -0.0105
  catcoocc_ii   -542.3757 -542.3757
-- ('L', 'tʃ')
  mle           0.0039 0.0375
  pmi           -0.4071 -0.4071
  npmi          -0.0483 -0.0483
  chi2          271.5380 271.5380
  chi2_ns       271.8944 271.8944
  cramersv      0.0062 0.0062
  cramersv_ns   0.0044 0.0044
  theil_u       0.8183 0.0311
  catcoocc_i    -0.3331 -0.0127
  catcoocc_ii   -110.5472 -110.5472
-- ('L', 'u')
  mle           0.0098 0.0521
  pmi           -0.0783 -0.0783
  npmi          -0.0104 -0.0104
  chi2          25.3032 25.3032
  chi2_ns       25.3838 25.3838
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.7084 0.0236
  catcoocc_i    -0.0555 -0.0018
  catcoocc_ii   -1.9814 -1.9814
-- ('L', 'v')
  mle           0.0123 0.0554
  pmi           -0.0158 -0.0158
  npmi          -0.0022 -0.0022
  chi2          1.2848 1.2848
  chi2_ns       1.3016 1.3016
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.6614 0.0219
  catcoocc_i    -0.0105 -0.0003
  catcoocc_ii   -0.0203 -0.0203
-- ('L', 'w')
  mle           0.0100 0.0567
  pmi           0.0064 0.0064
  npmi          0.0009 0.0009
  chi2          0.1652 0.1652
  chi2_ns       0.1720 0.1720
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.7238 0.0232
  catcoocc_i    0.0046 0.0001
  catcoocc_ii   0.0011 0.0011
-- ('L', 'z')
  mle           0.0268 0.0476
  pmi           -0.1689 -0.1689
  npmi          -0.0260 -0.0260
  chi2          329.7938 329.7938
  chi2_ns       329.9639 329.9639
  cramersv      0.0069 0.0069
  cramersv_ns   0.0048 0.0048
  theil_u       0.3277 0.0063
  catcoocc_i    -0.0554 -0.0011
  catcoocc_ii   -55.7117 -55.7117
-- ('L', 'æ')
  mle           0.0256 0.0575
  pmi           0.0214 0.0214
  npmi          0.0033 0.0033
  chi2          5.0031 5.0031
  chi2_ns       5.0267 5.0267
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.4339 0.0026
  catcoocc_i    0.0093 0.0001
  catcoocc_ii   0.1073 0.1073
-- ('L', 'ð')
  mle           0.0004 0.0284
  pmi           -0.6854 -0.6854
  npmi          -0.0633 -0.0633
  chi2          70.9451 70.9451
  chi2_ns       71.4702 71.4702
  cramersv      0.0032 0.0032
  cramersv_ns   0.0022 0.0022
  theil_u       0.9679 0.0582
  catcoocc_i    -0.6633 -0.0399
  catcoocc_ii   -48.6226 -48.6226
-- ('L', 'ŋ')
  mle           0.0104 0.0478
  pmi           -0.1649 -0.1649
  npmi          -0.0222 -0.0222
  chi2          119.3832 119.3832
  chi2_ns       119.5462 119.5462
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.6687 0.0226
  catcoocc_i    -0.1103 -0.0037
  catcoocc_ii   -19.6829 -19.6829
-- ('L', 'ɑ')
  mle           0.0275 0.0551
  pmi           -0.0226 -0.0226
  npmi          -0.0035 -0.0035
  chi2          5.9835 5.9835
  chi2_ns       6.0078 6.0078
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.3852 0.0041
  catcoocc_i    -0.0087 -0.0001
  catcoocc_ii   -0.1351 -0.1351
-- ('L', 'ɔ')
  mle           0.0128 0.0551
  pmi           -0.0229 -0.0229
  npmi          -0.0032 -0.0032
  chi2          2.8020 2.8020
  chi2_ns       2.8262 2.8262
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.6557 0.0209
  catcoocc_i    -0.0150 -0.0005
  catcoocc_ii   -0.0642 -0.0642
-- ('L', 'ɔɪ')
  mle           0.0014 0.0598
  pmi           0.0601 0.0601
  npmi          0.0064 0.0064
  chi2          2.0324 2.0324
  chi2_ns       2.0975 2.0975
  cramersv      0.0004 0.0004
  cramersv_ns   0.0001 0.0001
  theil_u       0.9473 0.0586
  catcoocc_i    0.0569 0.0035
  catcoocc_ii   0.1220 0.1220
-- ('L', 'ɛ')
  mle           0.0364 0.0636
  pmi           0.1220 0.1220
  npmi          0.0197 0.0197
  chi2          233.3240 233.3240
  chi2_ns       233.4661 233.4661
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.3199 0.0062
  catcoocc_i    0.0390 0.0008
  catcoocc_ii   28.4755 28.4755
-- ('L', 'ɝ')
  mle           0.0256 0.0417
  pmi           -0.3016 -0.3016
  npmi          -0.0461 -0.0461
  chi2          1014.0427 1014.0427
  chi2_ns       1014.3285 1014.3285
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.2828 0.0076
  catcoocc_i    -0.0853 -0.0023
  catcoocc_ii   -305.8127 -305.8127
-- ('L', 'ɡ')
  mle           0.0144 0.0539
  pmi           -0.0449 -0.0449
  npmi          -0.0063 -0.0063
  chi2          12.2539 12.2539
  chi2_ns       12.3010 12.3010
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.6104 0.0198
  catcoocc_i    -0.0274 -0.0009
  catcoocc_ii   -0.5501 -0.5501
-- ('L', 'ɪ')
  mle           0.0609 0.0552
  pmi           -0.0198 -0.0198
  npmi          -0.0035 -0.0035
  chi2          10.5751 10.5751
  chi2_ns       10.5972 10.5972
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.0061 0.0676
  catcoocc_i    -0.0001 -0.0013
  catcoocc_ii   -0.2093 -0.2093
-- ('L', 'ɹ')
  mle           0.0331 0.0348
  pmi           -0.4808 -0.4808
  npmi          -0.0765 -0.0765
  chi2          3435.2675 3435.2675
  chi2_ns       3435.6948 3435.6948
  cramersv      0.0222 0.0222
  cramersv_ns   0.0157 0.0157
  theil_u       0.0348 0.0050
  catcoocc_i    -0.0167 -0.0024
  catcoocc_ii   -1651.5612 -1651.5612
-- ('L', 'ʃ')
  mle           0.0079 0.0386
  pmi           -0.3769 -0.3769
  npmi          -0.0489 -0.0489
  chi2          481.2180 481.2180
  chi2_ns       481.5546 481.5546
  cramersv      0.0083 0.0083
  cramersv_ns   0.0059 0.0059
  theil_u       0.6842 0.0223
  catcoocc_i    -0.2579 -0.0084
  catcoocc_ii   -181.3648 -181.3648
-- ('L', 'ʊ')
  mle           0.0025 0.0553
  pmi           -0.0184 -0.0184
  npmi          -0.0021 -0.0021
  chi2          0.3416 0.3416
  chi2_ns       0.3608 0.3608
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.9069 0.0392
  catcoocc_i    -0.0167 -0.0007
  catcoocc_ii   -0.0063 -0.0063
-- ('L', 'ʌ')
  mle           0.0969 0.0637
  pmi           0.1228 0.1228
  npmi          0.0236 0.0236
  chi2          667.0796 667.0796
  chi2_ns       667.2311 667.2311
  cramersv      0.0098 0.0098
  cramersv_ns   0.0069 0.0069
  theil_u       0.0053 0.2587
  catcoocc_i    0.0006 0.0318
  catcoocc_ii   81.9456 81.9456
-- ('L', 'ʒ')
  mle           0.0005 0.0416
  pmi           -0.3023 -0.3023
  npmi          -0.0289 -0.0289
  chi2          19.2525 19.2525
  chi2_ns       19.5282 19.5282
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.9693 0.0612
  catcoocc_i    -0.2930 -0.0185
  catcoocc_ii   -5.8199 -5.8199
-- ('L', 'θ')
  mle           0.0026 0.0417
  pmi           -0.3007 -0.3007
  npmi          -0.0341 -0.0341
  chi2          99.9693 99.9693
  chi2_ns       100.2452 100.2452
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.8759 0.0323
  catcoocc_i    -0.2633 -0.0097
  catcoocc_ii   -30.0560 -30.0560
-- ('M', 'aɪ')
  mle           0.0116 0.0273
  pmi           -0.1299 -0.1299
  npmi          -0.0164 -0.0164
  chi2          44.2811 44.2811
  chi2_ns       44.4084 44.4084
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.4528 -0.0004
  catcoocc_i    -0.0588 0.0000
  catcoocc_ii   -5.7519 -5.7519
-- ('M', 'aʊ')
  mle           0.0023 0.0182
  pmi           -0.5349 -0.5349
  npmi          -0.0560 -0.0560
  chi2          149.2272 149.2272
  chi2_ns       149.6561 149.6561
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.7886 0.0252
  catcoocc_i    -0.4218 -0.0135
  catcoocc_ii   -79.8185 -79.8185
-- ('M', 'b')
  mle           0.0153 0.0200
  pmi           -0.4430 -0.4430
  npmi          -0.0579 -0.0579
  chi2          697.9826 697.9826
  chi2_ns       698.3610 698.3610
  cramersv      0.0100 0.0100
  cramersv_ns   0.0071 0.0071
  theil_u       0.1663 0.0055
  catcoocc_i    -0.0737 -0.0025
  catcoocc_ii   -309.2282 -309.2282
-- ('M', 'd')
  mle           0.0272 0.0229
  pmi           -0.3072 -0.3072
  npmi          -0.0434 -0.0434
  chi2          602.3958 602.3958
  chi2_ns       602.6792 602.6792
  cramersv      0.0093 0.0093
  cramersv_ns   0.0066 0.0066
  theil_u       0.0053 0.1153
  catcoocc_i    -0.0016 -0.0354
  catcoocc_ii   -185.0382 -185.0382
-- ('M', 'dʒ')
  mle           0.0049 0.0210
  pmi           -0.3943 -0.3943
  npmi          -0.0448 -0.0448
  chi2          173.0940 173.0940
  chi2_ns       173.4326 173.4326
  cramersv      0.0050 0.0050
  cramersv_ns   0.0035 0.0035
  theil_u       0.6525 0.0174
  catcoocc_i    -0.2573 -0.0069
  catcoocc_ii   -68.2578 -68.2578
-- ('M', 'eɪ')
  mle           0.0138 0.0270
  pmi           -0.1413 -0.1413
  npmi          -0.0182 -0.0182
  chi2          62.7750 62.7750
  chi2_ns       62.9132 62.9132
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.3715 0.0010
  catcoocc_i    -0.0525 -0.0001
  catcoocc_ii   -8.8724 -8.8724
-- ('M', 'f')
  mle           0.0092 0.0177
  pmi           -0.5651 -0.5651
  npmi          -0.0693 -0.0693
  chi2          688.9259 688.9259
  chi2_ns       689.3788 689.3788
  cramersv      0.0099 0.0099
  cramersv_ns   0.0070 0.0070
  theil_u       0.3620 0.0004
  catcoocc_i    -0.2046 -0.0002
  catcoocc_ii   -389.2908 -389.2908
-- ('M', 'h')
  mle           0.0092 0.0281
  pmi           -0.1024 -0.1024
  npmi          -0.0125 -0.0125
  chi2          21.6788 21.6788
  chi2_ns       21.7801 21.7801
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.5480 -0.0003
  catcoocc_i    -0.0561 0.0000
  catcoocc_ii   -2.2195 -2.2195
-- ('M', 'i')
  mle           0.0346 0.0278
  pmi           -0.1117 -0.1117
  npmi          -0.0163 -0.0163
  chi2          100.6841 100.6841
  chi2_ns       100.7976 100.7976
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.0044 0.1431
  catcoocc_i    -0.0005 -0.0160
  catcoocc_ii   -11.2469 -11.2469
-- ('M', 'j')
  mle           0.0066 0.0355
  pmi           0.1337 0.1337
  npmi          0.0157 0.0157
  chi2          26.5600 26.5600
  chi2_ns       26.7082 26.7082
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.7105 0.0192
  catcoocc_i    0.0950 0.0026
  catcoocc_ii   3.5500 3.5500
-- ('M', 'k')
  mle           0.0442 0.0278
  pmi           -0.1122 -0.1122
  npmi          -0.0170 -0.0170
  chi2          131.0469 131.0469
  chi2_ns       131.1621 131.1621
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.0085 0.2795
  catcoocc_i    -0.0010 -0.0314
  catcoocc_ii   -14.7036 -14.7036
-- ('M', 'l')
  mle           0.0462 0.0253
  pmi           -0.2062 -0.2062
  npmi          -0.0315 -0.0315
  chi2          468.2655 468.2655
  chi2_ns       468.4694 468.4694
  cramersv      0.0082 0.0082
  cramersv_ns   0.0058 0.0058
  theil_u       0.0089 0.3501
  catcoocc_i    -0.0018 -0.0722
  catcoocc_ii   -96.5434 -96.5434
-- ('M', 'm')
  mle           0.1548 0.1421
  pmi           1.5191 1.5191
  npmi          0.2847 0.2847
  chi2          100047.6171 100047.6171
  chi2_ns       100051.4289 100051.4289
  cramersv      0.1197 0.1197
  cramersv_ns   0.0846 0.0846
  theil_u       0.0047 0.0591
  catcoocc_i    0.0072 0.0898
  catcoocc_ii   151984.5598 151984.5598
-- ('M', 'n')
  mle           0.0681 0.0288
  pmi           -0.0767 -0.0767
  npmi          -0.0125 -0.0125
  chi2          96.8255 96.8255
  chi2_ns       96.9077 96.9077
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0076 0.4637
  catcoocc_i    -0.0006 -0.0356
  catcoocc_ii   -7.4236 -7.4236
-- ('M', 'oʊ')
  mle           0.0201 0.0307
  pmi           -0.0140 -0.0140
  npmi          -0.0019 -0.0019
  chi2          0.8858 0.8858
  chi2_ns       0.9003 0.9003
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.2508 0.0070
  catcoocc_i    -0.0035 -0.0001
  catcoocc_ii   -0.0124 -0.0124
-- ('M', 'p')
  mle           0.0170 0.0228
  pmi           -0.3117 -0.3117
  npmi          -0.0413 -0.0413
  chi2          382.2026 382.2026
  chi2_ns       382.4856 382.4856
  cramersv      0.0074 0.0074
  cramersv_ns   0.0052 0.0052
  theil_u       0.1772 0.0052
  catcoocc_i    -0.0552 -0.0016
  catcoocc_ii   -119.1270 -119.1270
-- ('M', 's')
  mle           0.0443 0.0234
  pmi           -0.2852 -0.2852
  npmi          -0.0433 -0.0433
  chi2          863.0230 863.0230
  chi2_ns       863.2951 863.2951
  cramersv      0.0111 0.0111
  cramersv_ns   0.0079 0.0079
  theil_u       -0.0009 0.3669
  catcoocc_i    0.0002 -0.1046
  catcoocc_ii   -246.1147 -246.1147
-- ('M', 't')
  mle           0.0472 0.0248
  pmi           -0.2248 -0.2248
  npmi          -0.0345 -0.0345
  chi2          570.3824 570.3824
  chi2_ns       570.6033 570.6033
  cramersv      0.0090 0.0090
  cramersv_ns   0.0064 0.0064
  theil_u       0.0010 0.3688
  catcoocc_i    -0.0002 -0.0829
  catcoocc_ii   -128.2426 -128.2426
-- ('M', 'tʃ')
  mle           0.0037 0.0196
  pmi           -0.4611 -0.4611
  npmi          -0.0508 -0.0508
  chi2          178.0176 178.0176
  chi2_ns       178.4009 178.4009
  cramersv      0.0050 0.0050
  cramersv_ns   0.0036 0.0036
  theil_u       0.7070 0.0185
  catcoocc_i    -0.3260 -0.0085
  catcoocc_ii   -82.0894 -82.0894
-- ('M', 'u')
  mle           0.0108 0.0315
  pmi           0.0127 0.0127
  npmi          0.0016 0.0016
  chi2          0.3822 0.3822
  chi2_ns       0.3955 0.3955
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.5365 -0.0023
  catcoocc_i    0.0068 -0.0000
  catcoocc_ii   0.0049 0.0049
-- ('M', 'v')
  mle           0.0047 0.0117
  pmi           -0.9763 -0.9763
  npmi          -0.1106 -0.1106
  chi2          1104.1155 1104.1155
  chi2_ns       1104.7668 1104.7668
  cramersv      0.0126 0.0126
  cramersv_ns   0.0089 0.0089
  theil_u       0.4681 -0.0017
  catcoocc_i    -0.4570 0.0016
  catcoocc_ii   -1077.8984 -1077.8984
-- ('M', 'w')
  mle           0.0050 0.0159
  pmi           -0.6736 -0.6736
  npmi          -0.0769 -0.0769
  chi2          537.2905 537.2905
  chi2_ns       537.8013 537.8013
  cramersv      0.0088 0.0088
  cramersv_ns   0.0062 0.0062
  theil_u       0.5598 0.0009
  catcoocc_i    -0.3771 -0.0006
  catcoocc_ii   -361.9215 -361.9215
-- ('M', 'z')
  mle           0.0295 0.0289
  pmi           -0.0733 -0.0733
  npmi          -0.0105 -0.0105
  chi2          36.6022 36.6022
  chi2_ns       36.6775 36.6775
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0038 0.0160
  catcoocc_i    -0.0003 -0.0012
  catcoocc_ii   -2.6826 -2.6826
-- ('M', 'æ')
  mle           0.0292 0.0363
  pmi           0.1539 0.1539
  npmi          0.0220 0.0220
  chi2          158.9457 158.9457
  chi2_ns       159.1217 159.1217
  cramersv      0.0048 0.0048
  cramersv_ns   0.0034 0.0034
  theil_u       0.1369 0.0040
  catcoocc_i    0.0211 0.0006
  catcoocc_ii   24.4577 24.4577
-- ('M', 'ð')
  mle           0.0005 0.0245
  pmi           -0.2394 -0.2394
  npmi          -0.0218 -0.0218
  chi2          6.8616 6.8616
  chi2_ns       7.0798 7.0798
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.9468 0.0675
  catcoocc_i    -0.2267 -0.0162
  catcoocc_ii   -1.6429 -1.6429
-- ('M', 'ŋ')
  mle           0.0074 0.0188
  pmi           -0.5019 -0.5019
  npmi          -0.0599 -0.0599
  chi2          432.8603 432.8603
  chi2_ns       433.2726 433.2726
  cramersv      0.0079 0.0079
  cramersv_ns   0.0056 0.0056
  theil_u       0.4781 -0.0021
  catcoocc_i    -0.2400 0.0011
  catcoocc_ii   -217.2488 -217.2488
-- ('M', 'ɑ')
  mle           0.0321 0.0355
  pmi           0.1321 0.1321
  npmi          0.0191 0.0191
  chi2          129.1952 129.1952
  chi2_ns       129.3452 129.3452
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.0671 0.0038
  catcoocc_i    0.0089 0.0005
  catcoocc_ii   17.0711 17.0711
-- ('M', 'ɔ')
  mle           0.0107 0.0254
  pmi           -0.2035 -0.2035
  npmi          -0.0254 -0.0254
  chi2          100.3643 100.3643
  chi2_ns       100.5568 100.5568
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.4578 -0.0004
  catcoocc_i    -0.0932 0.0001
  catcoocc_ii   -20.4239 -20.4239
-- ('M', 'ɔɪ')
  mle           0.0009 0.0225
  pmi           -0.3243 -0.3243
  npmi          -0.0311 -0.0311
  chi2          22.3012 22.3012
  chi2_ns       22.5865 22.5865
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.9130 0.0548
  catcoocc_i    -0.2961 -0.0178
  catcoocc_ii   -7.2322 -7.2322
-- ('M', 'ɛ')
  mle           0.0304 0.0293
  pmi           -0.0580 -0.0580
  npmi          -0.0083 -0.0083
  chi2          23.6138 23.6138
  chi2_ns       23.6739 23.6739
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.0045 0.0253
  catcoocc_i    -0.0003 -0.0015
  catcoocc_ii   -1.3700 -1.3700
-- ('M', 'ɝ')
  mle           0.0279 0.0250
  pmi           -0.2180 -0.2180
  npmi          -0.0309 -0.0309
  chi2          308.4897 308.4897
  chi2_ns       308.6990 308.6990
  cramersv      0.0066 0.0066
  cramersv_ns   0.0047 0.0047
  theil_u       0.0062 0.0742
  catcoocc_i    -0.0014 -0.0162
  catcoocc_ii   -67.2478 -67.2478
-- ('M', 'ɡ')
  mle           0.0110 0.0227
  pmi           -0.3136 -0.3136
  npmi          -0.0393 -0.0393
  chi2          248.4504 248.4504
  chi2_ns       248.7324 248.7324
  cramersv      0.0060 0.0060
  cramersv_ns   0.0042 0.0042
  theil_u       0.3928 0.0010
  catcoocc_i    -0.1232 -0.0003
  catcoocc_ii   -77.9120 -77.9120
-- ('M', 'ɪ')
  mle           0.0565 0.0283
  pmi           -0.0941 -0.0941
  npmi          -0.0148 -0.0148
  chi2          119.5135 119.5135
  chi2_ns       119.6122 119.6122
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.0113 0.3915
  catcoocc_i    -0.0011 -0.0368
  catcoocc_ii   -11.2416 -11.2416
-- ('M', 'ɹ')
  mle           0.0439 0.0255
  pmi           -0.1982 -0.1982
  npmi          -0.0300 -0.0300
  chi2          409.5309 409.5309
  chi2_ns       409.7269 409.7269
  cramersv      0.0076 0.0076
  cramersv_ns   0.0054 0.0054
  theil_u       -0.0007 0.3215
  catcoocc_i    0.0001 -0.0637
  catcoocc_ii   -81.1486 -81.1486
-- ('M', 'ʃ')
  mle           0.0078 0.0209
  pmi           -0.3958 -0.3958
  npmi          -0.0475 -0.0475
  chi2          280.1916 280.1916
  chi2_ns       280.5328 280.5328
  cramersv      0.0063 0.0063
  cramersv_ns   0.0045 0.0045
  theil_u       0.5012 -0.0018
  catcoocc_i    -0.1983 0.0007
  catcoocc_ii   -110.8913 -110.8913
-- ('M', 'ʊ')
  mle           0.0019 0.0231
  pmi           -0.2957 -0.2957
  npmi          -0.0304 -0.0304
  chi2          37.8219 37.8219
  chi2_ns       38.0863 38.0863
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.8486 0.0286
  catcoocc_i    -0.2509 -0.0084
  catcoocc_ii   -11.1824 -11.1824
-- ('M', 'ʌ')
  mle           0.1059 0.0384
  pmi           0.2122 0.2122
  npmi          0.0371 0.0371
  chi2          1172.8508 1172.8508
  chi2_ns       1173.1175 1173.1175
  cramersv      0.0130 0.0130
  cramersv_ns   0.0092 0.0092
  theil_u       0.0144 0.5223
  catcoocc_i    0.0031 0.1108
  catcoocc_ii   248.8351 248.8351
-- ('M', 'ʒ')
  mle           0.0004 0.0179
  pmi           -0.5522 -0.5522
  npmi          -0.0488 -0.0488
  chi2          27.3437 27.3437
  chi2_ns       27.7803 27.7803
  cramersv      0.0019 0.0019
  cramersv_ns   0.0014 0.0014
  theil_u       0.9492 0.0724
  catcoocc_i    -0.5241 -0.0400
  catcoocc_ii   -15.0995 -15.0995
-- ('M', 'θ')
  mle           0.0030 0.0267
  pmi           -0.1535 -0.1535
  npmi          -0.0166 -0.0166
  chi2          16.0397 16.0397
  chi2_ns       16.1868 16.1868
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.7995 0.0213
  catcoocc_i    -0.1227 -0.0033
  catcoocc_ii   -2.4620 -2.4620
-- ('N', 'aɪ')
  mle           0.0117 0.0684
  pmi           -0.1190 -0.1190
  npmi          -0.0170 -0.0170
  chi2          97.7322 97.7322
  chi2_ns       97.8553 97.8553
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.7276 0.0206
  catcoocc_i    -0.0866 -0.0025
  catcoocc_ii   -11.6271 -11.6271
-- ('N', 'aʊ')
  mle           0.0037 0.0725
  pmi           -0.0602 -0.0602
  npmi          -0.0074 -0.0074
  chi2          7.6793 7.6793
  chi2_ns       7.7427 7.7427
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.8988 0.0429
  catcoocc_i    -0.0541 -0.0026
  catcoocc_ii   -0.4625 -0.4625
-- ('N', 'b')
  mle           0.0176 0.0571
  pmi           -0.2995 -0.2995
  npmi          -0.0453 -0.0453
  chi2          948.4708 948.4708
  chi2_ns       948.7580 948.7580
  cramersv      0.0116 0.0116
  cramersv_ns   0.0082 0.0082
  theil_u       0.5666 0.0141
  catcoocc_i    -0.1697 -0.0042
  catcoocc_ii   -284.0201 -284.0201
-- ('N', 'd')
  mle           0.0340 0.0708
  pmi           -0.0845 -0.0845
  npmi          -0.0142 -0.0142
  chi2          146.8398 146.8398
  chi2_ns       146.9309 146.9309
  cramersv      0.0046 0.0046
  cramersv_ns   0.0032 0.0032
  theil_u       0.3970 0.0041
  catcoocc_i    -0.0335 -0.0003
  catcoocc_ii   -12.4040 -12.4040
-- ('N', 'dʒ')
  mle           0.0073 0.0776
  pmi           0.0084 0.0084
  npmi          0.0011 0.0011
  chi2          0.2914 0.2914
  chi2_ns       0.3005 0.3005
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.8313 0.0268
  catcoocc_i    0.0070 0.0002
  catcoocc_ii   0.0024 0.0024
-- ('N', 'eɪ')
  mle           0.0148 0.0715
  pmi           -0.0744 -0.0744
  npmi          -0.0110 -0.0110
  chi2          48.3446 48.3446
  chi2_ns       48.4236 48.4236
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.6833 0.0222
  catcoocc_i    -0.0509 -0.0017
  catcoocc_ii   -3.5983 -3.5983
-- ('N', 'f')
  mle           0.0126 0.0597
  pmi           -0.2546 -0.2546
  npmi          -0.0367 -0.0367
  chi2          485.3921 485.3921
  chi2_ns       485.6396 485.6396
  cramersv      0.0083 0.0083
  cramersv_ns   0.0059 0.0059
  theil_u       0.6783 0.0217
  catcoocc_i    -0.1727 -0.0055
  catcoocc_ii   -123.5648 -123.5648
-- ('N', 'h')
  mle           0.0087 0.0659
  pmi           -0.1553 -0.1553
  npmi          -0.0213 -0.0213
  chi2          123.5799 123.5799
  chi2_ns       123.7373 123.7373
  cramersv      0.0042 0.0042
  cramersv_ns   0.0030 0.0030
  theil_u       0.7779 0.0250
  catcoocc_i    -0.1208 -0.0039
  catcoocc_ii   -19.1980 -19.1980
-- ('N', 'i')
  mle           0.0322 0.0640
  pmi           -0.1842 -0.1842
  npmi          -0.0307 -0.0307
  chi2          663.4075 663.4075
  chi2_ns       663.5971 663.5971
  cramersv      0.0097 0.0097
  cramersv_ns   0.0069 0.0069
  theil_u       0.3812 0.0051
  catcoocc_i    -0.0702 -0.0009
  catcoocc_ii   -122.1907 -122.1907
-- ('N', 'j')
  mle           0.0054 0.0720
  pmi           -0.0677 -0.0677
  npmi          -0.0087 -0.0087
  chi2          14.4545 14.4545
  chi2_ns       14.5257 14.5257
  cramersv      0.0014 0.0014
  cramersv_ns   0.0009 0.0009
  theil_u       0.8604 0.0316
  catcoocc_i    -0.0582 -0.0021
  catcoocc_ii   -0.9779 -0.9779
-- ('N', 'k')
  mle           0.0406 0.0633
  pmi           -0.1960 -0.1960
  npmi          -0.0340 -0.0340
  chi2          958.4968 958.4968
  chi2_ns       958.6996 958.6996
  cramersv      0.0117 0.0117
  cramersv_ns   0.0083 0.0083
  theil_u       0.2641 0.0066
  catcoocc_i    -0.0518 -0.0013
  catcoocc_ii   -187.8721 -187.8721
-- ('N', 'l')
  mle           0.0426 0.0577
  pmi           -0.2879 -0.2879
  npmi          -0.0503 -0.0503
  chi2          2194.8699 2194.8699
  chi2_ns       2195.1573 2195.1573
  cramersv      0.0177 0.0177
  cramersv_ns   0.0125 0.0125
  theil_u       0.1862 0.0046
  catcoocc_i    -0.0536 -0.0013
  catcoocc_ii   -631.9105 -631.9105
-- ('N', 'm')
  mle           0.0307 0.0697
  pmi           -0.1000 -0.1000
  npmi          -0.0165 -0.0165
  chi2          184.9266 184.9266
  chi2_ns       185.0334 185.0334
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.4352 0.0021
  catcoocc_i    -0.0435 -0.0002
  catcoocc_ii   -18.4973 -18.4973
-- ('N', 'n')
  mle           0.1558 0.1631
  pmi           0.7506 0.7506
  npmi          0.1697 0.1697
  chi2          57818.9833 57818.9833
  chi2_ns       57820.2911 57820.2911
  cramersv      0.0910 0.0910
  cramersv_ns   0.0644 0.0644
  theil_u       0.0315 0.0046
  catcoocc_i    0.0236 0.0035
  catcoocc_ii   43399.0060 43399.0060
-- ('N', 'oʊ')
  mle           0.0167 0.0631
  pmi           -0.1990 -0.1990
  npmi          -0.0299 -0.0299
  chi2          394.4887 394.4887
  chi2_ns       394.6882 394.6882
  cramersv      0.0075 0.0075
  cramersv_ns   0.0053 0.0053
  theil_u       0.6162 0.0185
  catcoocc_i    -0.1226 -0.0037
  catcoocc_ii   -78.4857 -78.4857
-- ('N', 'p')
  mle           0.0166 0.0551
  pmi           -0.3347 -0.3347
  npmi          -0.0503 -0.0503
  chi2          1121.4464 1121.4464
  chi2_ns       1121.7619 1121.7619
  cramersv      0.0127 0.0127
  cramersv_ns   0.0090 0.0090
  theil_u       0.5719 0.0149
  catcoocc_i    -0.1914 -0.0050
  catcoocc_ii   -375.3882 -375.3882
-- ('N', 's')
  mle           0.0490 0.0641
  pmi           -0.1833 -0.1833
  npmi          -0.0328 -0.0328
  chi2          1021.6600 1021.6600
  chi2_ns       1021.8527 1021.8527
  cramersv      0.0121 0.0121
  cramersv_ns   0.0085 0.0085
  theil_u       0.1651 0.0034
  catcoocc_i    -0.0303 -0.0006
  catcoocc_ii   -187.2297 -187.2297
-- ('N', 't')
  mle           0.0518 0.0675
  pmi           -0.1315 -0.1315
  npmi          -0.0238 -0.0238
  chi2          555.2998 555.2998
  chi2_ns       555.4417 555.4417
  cramersv      0.0089 0.0089
  cramersv_ns   0.0063 0.0063
  theil_u       0.1625 0.0036
  catcoocc_i    -0.0214 -0.0005
  catcoocc_ii   -73.0278 -73.0278
-- ('N', 'tʃ')
  mle           0.0043 0.0576
  pmi           -0.2907 -0.2907
  npmi          -0.0363 -0.0363
  chi2          215.9316 215.9316
  chi2_ns       216.2064 216.2064
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.8582 0.0305
  catcoocc_i    -0.2495 -0.0089
  catcoocc_ii   -62.7757 -62.7757
-- ('N', 'u')
  mle           0.0086 0.0626
  pmi           -0.2069 -0.2069
  npmi          -0.0283 -0.0283
  chi2          218.2164 218.2164
  chi2_ns       218.4210 218.4210
  cramersv      0.0056 0.0056
  cramersv_ns   0.0039 0.0039
  theil_u       0.7726 0.0216
  catcoocc_i    -0.1599 -0.0045
  catcoocc_ii   -45.1487 -45.1487
-- ('N', 'v')
  mle           0.0108 0.0664
  pmi           -0.1486 -0.1486
  npmi          -0.0210 -0.0210
  chi2          140.7994 140.7994
  chi2_ns       140.9509 140.9509
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.7345 0.0207
  catcoocc_i    -0.1092 -0.0031
  catcoocc_ii   -20.9248 -20.9248
-- ('N', 'w')
  mle           0.0079 0.0615
  pmi           -0.2245 -0.2245
  npmi          -0.0303 -0.0303
  chi2          234.9774 234.9774
  chi2_ns       235.1974 235.1974
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.7849 0.0273
  catcoocc_i    -0.1762 -0.0061
  catcoocc_ii   -52.7452 -52.7452
-- ('N', 'z')
  mle           0.0273 0.0663
  pmi           -0.1499 -0.1499
  npmi          -0.0243 -0.0243
  chi2          369.5116 369.5116
  chi2_ns       369.6673 369.6673
  cramersv      0.0073 0.0073
  cramersv_ns   0.0051 0.0051
  theil_u       0.4639 0.0007
  catcoocc_i    -0.0695 -0.0001
  catcoocc_ii   -55.3739 -55.3739
-- ('N', 'æ')
  mle           0.0283 0.0869
  pmi           0.1214 0.1214
  npmi          0.0198 0.0198
  chi2          248.7511 248.7511
  chi2_ns       248.8945 248.8945
  cramersv      0.0060 0.0060
  cramersv_ns   0.0042 0.0042
  theil_u       0.5510 0.0120
  catcoocc_i    0.0669 0.0015
  catcoocc_ii   30.1925 30.1925
-- ('N', 'ð')
  mle           0.0004 0.0395
  pmi           -0.6676 -0.6676
  npmi          -0.0636 -0.0636
  chi2          95.7515 95.7515
  chi2_ns       96.2789 96.2789
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.9756 0.0759
  catcoocc_i    -0.6513 -0.0506
  catcoocc_ii   -63.9259 -63.9259
-- ('N', 'ŋ')
  mle           0.0249 0.1563
  pmi           0.7080 0.7080
  npmi          0.1131 0.1131
  chi2          7668.7378 7668.7378
  chi2_ns       7669.8674 7669.8674
  cramersv      0.0331 0.0331
  cramersv_ns   0.0234 0.0234
  theil_u       0.7405 0.0200
  catcoocc_i    0.5242 0.0142
  catcoocc_ii   5429.3527 5429.3527
-- ('N', 'ɑ')
  mle           0.0262 0.0719
  pmi           -0.0690 -0.0690
  npmi          -0.0111 -0.0111
  chi2          74.8252 74.8252
  chi2_ns       74.8996 74.8996
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.5115 0.0067
  catcoocc_i    -0.0353 -0.0005
  catcoocc_ii   -5.1635 -5.1635
-- ('N', 'ɔ')
  mle           0.0104 0.0614
  pmi           -0.2270 -0.2270
  npmi          -0.0318 -0.0318
  chi2          317.6310 317.6310
  chi2_ns       317.8539 317.8539
  cramersv      0.0067 0.0067
  cramersv_ns   0.0048 0.0048
  theil_u       0.7306 0.0204
  catcoocc_i    -0.1658 -0.0046
  catcoocc_ii   -72.0964 -72.0964
-- ('N', 'ɔɪ')
  mle           0.0011 0.0631
  pmi           -0.1992 -0.1992
  npmi          -0.0212 -0.0212
  chi2          24.7577 24.7577
  chi2_ns       24.9532 24.9532
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.9595 0.0456
  catcoocc_i    -0.1911 -0.0091
  catcoocc_ii   -4.9307 -4.9307
-- ('N', 'ɛ')
  mle           0.0314 0.0750
  pmi           -0.0262 -0.0262
  npmi          -0.0043 -0.0043
  chi2          12.8966 12.8966
  chi2_ns       12.9255 12.9255
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.4570 0.0001
  catcoocc_i    -0.0120 -0.0000
  catcoocc_ii   -0.3376 -0.3376
-- ('N', 'ɝ')
  mle           0.0256 0.0568
  pmi           -0.3035 -0.3035
  npmi          -0.0487 -0.0487
  chi2          1432.9719 1432.9719
  chi2_ns       1433.2657 1433.2657
  cramersv      0.0143 0.0143
  cramersv_ns   0.0101 0.0101
  theil_u       0.4260 0.0030
  catcoocc_i    -0.1293 -0.0009
  catcoocc_ii   -434.9573 -434.9573
-- ('N', 'ɡ')
  mle           0.0140 0.0716
  pmi           -0.0726 -0.0726
  npmi          -0.0106 -0.0106
  chi2          43.7040 43.7040
  chi2_ns       43.7810 43.7810
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.6939 0.0228
  catcoocc_i    -0.0504 -0.0017
  catcoocc_ii   -3.1741 -3.1741
-- ('N', 'ɪ')
  mle           0.0700 0.0867
  pmi           0.1188 0.1188
  npmi          0.0227 0.0227
  chi2          613.5283 613.5283
  chi2_ns       613.6740 613.6740
  cramersv      0.0094 0.0094
  cramersv_ns   0.0066 0.0066
  theil_u       0.1354 0.0036
  catcoocc_i    0.0161 0.0004
  catcoocc_ii   72.8818 72.8818
-- ('N', 'ɹ')
  mle           0.0408 0.0587
  pmi           -0.2713 -0.2713
  npmi          -0.0471 -0.0471
  chi2          1860.0314 1860.0314
  chi2_ns       1860.3034 1860.3034
  cramersv      0.0163 0.0163
  cramersv_ns   0.0115 0.0115
  theil_u       0.2184 0.0065
  catcoocc_i    -0.0592 -0.0018
  catcoocc_ii   -504.5721 -504.5721
-- ('N', 'ʃ')
  mle           0.0121 0.0806
  pmi           0.0456 0.0456
  npmi          0.0065 0.0065
  chi2          14.7947 14.7947
  chi2_ns       14.8457 14.8457
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.7530 0.0205
  catcoocc_i    0.0343 0.0009
  catcoocc_ii   0.6744 0.6744
-- ('N', 'ʊ')
  mle           0.0016 0.0479
  pmi           -0.4750 -0.4750
  npmi          -0.0528 -0.0528
  chi2          215.5714 215.5714
  chi2_ns       215.9819 215.9819
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.9283 0.0444
  catcoocc_i    -0.4409 -0.0211
  catcoocc_ii   -102.3901 -102.3901
-- ('N', 'ʌ')
  mle           0.0992 0.0891
  pmi           0.1462 0.1462
  npmi          0.0300 0.0300
  chi2          1353.0137 1353.0137
  chi2_ns       1353.2003 1353.2003
  cramersv      0.0139 0.0139
  cramersv_ns   0.0098 0.0098
  theil_u       0.0047 0.0732
  catcoocc_i    0.0007 0.0107
  catcoocc_ii   197.8485 197.8485
-- ('N', 'ʒ')
  mle           0.0007 0.0781
  pmi           0.0138 0.0138
  npmi          0.0014 0.0014
  chi2          0.0632 0.0632
  chi2_ns       0.0775 0.0775
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.9767 0.0787
  catcoocc_i    0.0135 0.0011
  catcoocc_ii   0.0009 0.0009
-- ('N', 'θ')
  mle           0.0025 0.0545
  pmi           -0.3452 -0.3452
  npmi          -0.0404 -0.0404
  chi2          176.7692 176.7692
  chi2_ns       177.0865 177.0865
  cramersv      0.0050 0.0050
  cramersv_ns   0.0035 0.0035
  theil_u       0.9039 0.0411
  catcoocc_i    -0.3121 -0.0142
  catcoocc_ii   -61.0275 -61.0275
-- ('O', 'aɪ')
  mle           0.0076 0.0371
  pmi           -0.5479 -0.5479
  npmi          -0.0719 -0.0719
  chi2          1135.9266 1135.9266
  chi2_ns       1136.3833 1136.3833
  cramersv      0.0128 0.0128
  cramersv_ns   0.0090 0.0090
  theil_u       0.6856 0.0295
  catcoocc_i    -0.3756 -0.0161
  catcoocc_ii   -622.3743 -622.3743
-- ('O', 'aʊ')
  mle           0.0074 0.1219
  pmi           0.6424 0.6424
  npmi          0.0839 0.0839
  chi2          1510.0179 1510.0179
  chi2_ns       1510.9843 1510.9843
  cramersv      0.0147 0.0147
  cramersv_ns   0.0104 0.0104
  theil_u       0.8825 0.0314
  catcoocc_i    0.5669 0.0202
  catcoocc_ii   970.0994 970.0994
-- ('O', 'b')
  mle           0.0225 0.0607
  pmi           -0.0543 -0.0543
  npmi          -0.0083 -0.0083
  chi2          32.3890 32.3890
  chi2_ns       32.4467 32.4467
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.5030 0.0127
  catcoocc_i    -0.0273 -0.0007
  catcoocc_ii   -1.7574 -1.7574
-- ('O', 'd')
  mle           0.0352 0.0610
  pmi           -0.0493 -0.0493
  npmi          -0.0081 -0.0081
  chi2          42.5385 42.5385
  chi2_ns       42.5919 42.5919
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.3133 0.0042
  catcoocc_i    -0.0155 -0.0002
  catcoocc_ii   -2.0984 -2.0984
-- ('O', 'dʒ')
  mle           0.0071 0.0625
  pmi           -0.0259 -0.0259
  npmi          -0.0034 -0.0034
  chi2          2.2535 2.2535
  chi2_ns       2.2809 2.2809
  cramersv      0.0004 0.0004
  cramersv_ns   0.0001 0.0001
  theil_u       0.8056 0.0249
  catcoocc_i    -0.0209 -0.0006
  catcoocc_ii   -0.0584 -0.0584
-- ('O', 'eɪ')
  mle           0.0123 0.0497
  pmi           -0.2547 -0.2547
  npmi          -0.0357 -0.0357
  chi2          390.4142 390.4142
  chi2_ns       390.6583 390.6583
  cramersv      0.0075 0.0075
  cramersv_ns   0.0053 0.0053
  theil_u       0.6350 0.0275
  catcoocc_i    -0.1617 -0.0070
  catcoocc_ii   -99.4337 -99.4337
-- ('O', 'f')
  mle           0.0164 0.0648
  pmi           0.0104 0.0104
  npmi          0.0015 0.0015
  chi2          0.8561 0.8561
  chi2_ns       0.8675 0.8675
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.6292 0.0265
  catcoocc_i    0.0066 0.0003
  catcoocc_ii   0.0089 0.0089
-- ('O', 'h')
  mle           0.0105 0.0660
  pmi           0.0288 0.0288
  npmi          0.0039 0.0039
  chi2          4.1649 4.1649
  chi2_ns       4.1964 4.1964
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.7432 0.0238
  catcoocc_i    0.0214 0.0007
  catcoocc_ii   0.1200 0.1200
-- ('O', 'i')
  mle           0.0320 0.0530
  pmi           -0.1893 -0.1893
  npmi          -0.0306 -0.0306
  chi2          572.3395 572.3395
  chi2_ns       572.5311 572.5311
  cramersv      0.0090 0.0090
  cramersv_ns   0.0064 0.0064
  theil_u       0.2948 0.0049
  catcoocc_i    -0.0558 -0.0009
  catcoocc_ii   -108.3301 -108.3301
-- ('O', 'j')
  mle           0.0054 0.0594
  pmi           -0.0757 -0.0757
  npmi          -0.0095 -0.0095
  chi2          14.7346 14.7346
  chi2_ns       14.8129 14.8129
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.8388 0.0249
  catcoocc_i    -0.0635 -0.0019
  catcoocc_ii   -1.1154 -1.1154
-- ('O', 'k')
  mle           0.0565 0.0733
  pmi           0.1346 0.1346
  npmi          0.0239 0.0239
  chi2          515.4558 515.4558
  chi2_ns       515.6177 515.6177
  cramersv      0.0086 0.0086
  cramersv_ns   0.0061 0.0061
  theil_u       0.1632 0.0046
  catcoocc_i    0.0220 0.0006
  catcoocc_ii   69.3722 69.3722
-- ('O', 'l')
  mle           0.0519 0.0586
  pmi           -0.0901 -0.0901
  npmi          -0.0158 -0.0158
  chi2          213.5146 213.5146
  chi2_ns       213.6122 213.6122
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.0788 0.0053
  catcoocc_i    -0.0071 -0.0005
  catcoocc_ii   -19.2294 -19.2294
-- ('O', 'm')
  mle           0.0333 0.0629
  pmi           -0.0181 -0.0181
  npmi          -0.0029 -0.0029
  chi2          5.3817 5.3817
  chi2_ns       5.4015 5.4015
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.3555 0.0031
  catcoocc_i    -0.0064 -0.0001
  catcoocc_ii   -0.0975 -0.0975
-- ('O', 'n')
  mle           0.0786 0.0685
  pmi           0.0666 0.0666
  npmi          0.0126 0.0126
  chi2          180.1525 180.1525
  chi2_ns       180.2319 180.2319
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.0059 0.0945
  catcoocc_i    0.0004 0.0063
  catcoocc_ii   12.0042 12.0042
-- ('O', 'oʊ')
  mle           0.0551 0.1732
  pmi           0.9943 0.9943
  npmi          0.1761 0.1761
  chi2          28864.7185 28864.7185
  chi2_ns       28866.5757 28866.5757
  cramersv      0.0643 0.0643
  cramersv_ns   0.0455 0.0455
  theil_u       0.5589 0.0225
  catcoocc_i    0.5557 0.0224
  catcoocc_ii   28699.6738 28699.6738
-- ('O', 'p')
  mle           0.0254 0.0699
  pmi           0.0870 0.0870
  npmi          0.0135 0.0135
  chi2          93.8245 93.8245
  chi2_ns       93.9238 93.9238
  cramersv      0.0036 0.0036
  cramersv_ns   0.0026 0.0026
  theil_u       0.5093 0.0140
  catcoocc_i    0.0443 0.0012
  catcoocc_ii   8.1582 8.1582
-- ('O', 's')
  mle           0.0545 0.0593
  pmi           -0.0771 -0.0771
  npmi          -0.0136 -0.0136
  chi2          164.8207 164.8207
  chi2_ns       164.9050 164.9050
  cramersv      0.0048 0.0048
  cramersv_ns   0.0034 0.0034
  theil_u       0.0559 0.0049
  catcoocc_i    -0.0043 -0.0004
  catcoocc_ii   -12.7139 -12.7139
-- ('O', 't')
  mle           0.0541 0.0586
  pmi           -0.0889 -0.0889
  npmi          -0.0157 -0.0157
  chi2          217.0788 217.0788
  chi2_ns       217.1754 217.1754
  cramersv      0.0056 0.0056
  cramersv_ns   0.0039 0.0039
  theil_u       0.0536 0.0051
  catcoocc_i    -0.0048 -0.0005
  catcoocc_ii   -19.2928 -19.2928
-- ('O', 'tʃ')
  mle           0.0038 0.0418
  pmi           -0.4266 -0.4266
  npmi          -0.0513 -0.0513
  chi2          336.0152 336.0152
  chi2_ns       336.3883 336.3883
  cramersv      0.0069 0.0069
  cramersv_ns   0.0049 0.0049
  theil_u       0.8364 0.0242
  catcoocc_i    -0.3568 -0.0103
  catcoocc_ii   -143.3466 -143.3466
-- ('O', 'u')
  mle           0.0138 0.0832
  pmi           0.2604 0.2604
  npmi          0.0370 0.0370
  chi2          454.0339 454.0339
  chi2_ns       454.3551 454.3551
  cramersv      0.0081 0.0081
  cramersv_ns   0.0057 0.0057
  theil_u       0.7368 0.0243
  catcoocc_i    0.1919 0.0063
  catcoocc_ii   118.2453 118.2453
-- ('O', 'v')
  mle           0.0121 0.0618
  pmi           -0.0370 -0.0370
  npmi          -0.0052 -0.0052
  chi2          7.9880 7.9880
  chi2_ns       8.0273 8.0273
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.6936 0.0275
  catcoocc_i    -0.0257 -0.0010
  catcoocc_ii   -0.2959 -0.2959
-- ('O', 'w')
  mle           0.0083 0.0539
  pmi           -0.1725 -0.1725
  npmi          -0.0229 -0.0229
  chi2          119.7886 119.7886
  chi2_ns       119.9596 119.9596
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.7508 0.0227
  catcoocc_i    -0.1295 -0.0039
  catcoocc_ii   -20.6675 -20.6675
-- ('O', 'z')
  mle           0.0303 0.0612
  pmi           -0.0462 -0.0462
  npmi          -0.0074 -0.0074
  chi2          31.8584 31.8584
  chi2_ns       31.9081 31.9081
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.3872 0.0030
  catcoocc_i    -0.0179 -0.0001
  catcoocc_ii   -1.4710 -1.4710
-- ('O', 'æ')
  mle           0.0149 0.0381
  pmi           -0.5196 -0.5196
  npmi          -0.0747 -0.0747
  chi2          2014.8882 2014.8882
  chi2_ns       2015.3323 2015.3323
  cramersv      0.0170 0.0170
  cramersv_ns   0.0120 0.0120
  theil_u       0.4855 0.0100
  catcoocc_i    -0.2523 -0.0052
  catcoocc_ii   -1047.0265 -1047.0265
-- ('O', 'ð')
  mle           0.0006 0.0584
  pmi           -0.0928 -0.0928
  npmi          -0.0092 -0.0092
  chi2          2.5245 2.5245
  chi2_ns       2.6185 2.6185
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.9716 0.0867
  catcoocc_i    -0.0902 -0.0081
  catcoocc_ii   -0.2343 -0.2343
-- ('O', 'ŋ')
  mle           0.0083 0.0432
  pmi           -0.3943 -0.3943
  npmi          -0.0523 -0.0523
  chi2          629.9467 629.9467
  chi2_ns       630.2991 630.2991
  cramersv      0.0095 0.0095
  cramersv_ns   0.0067 0.0067
  theil_u       0.7003 0.0264
  catcoocc_i    -0.2761 -0.0104
  catcoocc_ii   -248.3723 -248.3723
-- ('O', 'ɑ')
  mle           0.0428 0.0977
  pmi           0.4212 0.4212
  npmi          0.0714 0.0714
  chi2          3793.9740 3793.9740
  chi2_ns       3794.5498 3794.5498
  cramersv      0.0233 0.0233
  cramersv_ns   0.0165 0.0165
  theil_u       0.4404 0.0029
  catcoocc_i    0.1855 0.0012
  catcoocc_ii   1598.0165 1598.0165
-- ('O', 'ɔ')
  mle           0.0250 0.1228
  pmi           0.6501 0.6501
  npmi          0.1010 0.1010
  chi2          5306.2876 5306.2876
  chi2_ns       5307.2790 5307.2790
  cramersv      0.0276 0.0276
  cramersv_ns   0.0195 0.0195
  theil_u       0.6890 0.0300
  catcoocc_i    0.4479 0.0195
  catcoocc_ii   3449.6612 3449.6612
-- ('O', 'ɔɪ')
  mle           0.0031 0.1502
  pmi           0.8515 0.8515
  npmi          0.0998 0.0998
  chi2          1132.0906 1132.0906
  chi2_ns       1133.5272 1133.5272
  cramersv      0.0127 0.0127
  cramersv_ns   0.0090 0.0090
  theil_u       0.9528 0.0556
  catcoocc_i    0.8114 0.0473
  catcoocc_ii   963.9985 963.9985
-- ('O', 'ɛ')
  mle           0.0212 0.0423
  pmi           -0.4163 -0.4163
  npmi          -0.0631 -0.0631
  chi2          1843.0293 1843.0293
  chi2_ns       1843.4052 1843.4052
  cramersv      0.0162 0.0162
  cramersv_ns   0.0115 0.0115
  theil_u       0.3799 0.0031
  catcoocc_i    -0.1581 -0.0013
  catcoocc_ii   -767.2390 -767.2390
-- ('O', 'ɝ')
  mle           0.0278 0.0513
  pmi           -0.2226 -0.2226
  npmi          -0.0351 -0.0351
  chi2          683.3263 683.3263
  chi2_ns       683.5471 683.5471
  cramersv      0.0099 0.0099
  cramersv_ns   0.0070 0.0070
  theil_u       0.3454 0.0033
  catcoocc_i    -0.0769 -0.0007
  catcoocc_ii   -152.0767 -152.0767
-- ('O', 'ɡ')
  mle           0.0144 0.0610
  pmi           -0.0493 -0.0493
  npmi          -0.0071 -0.0071
  chi2          16.8909 16.8909
  chi2_ns       16.9431 16.9431
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.6474 0.0287
  catcoocc_i    -0.0319 -0.0014
  catcoocc_ii   -0.8326 -0.8326
-- ('O', 'ɪ')
  mle           0.0411 0.0424
  pmi           -0.4135 -0.4135
  npmi          -0.0696 -0.0696
  chi2          3631.4328 3631.4328
  chi2_ns       3631.8186 3631.8186
  cramersv      0.0228 0.0228
  cramersv_ns   0.0161 0.0161
  theil_u       0.0225 0.0049
  catcoocc_i    -0.0093 -0.0020
  catcoocc_ii   -1501.4809 -1501.4809
-- ('O', 'ɹ')
  mle           0.0562 0.0672
  pmi           0.0480 0.0480
  npmi          0.0085 0.0085
  chi2          65.4298 65.4298
  chi2_ns       65.4853 65.4853
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.1142 0.0053
  catcoocc_i    0.0055 0.0003
  catcoocc_ii   3.1422 3.1422
-- ('O', 'ʃ')
  mle           0.0130 0.0717
  pmi           0.1115 0.1115
  npmi          0.0157 0.0157
  chi2          77.8102 77.8102
  chi2_ns       77.9376 77.9376
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.7144 0.0242
  catcoocc_i    0.0796 0.0027
  catcoocc_ii   8.6745 8.6745
-- ('O', 'ʊ')
  mle           0.0060 0.1480
  pmi           0.8366 0.8366
  npmi          0.1063 0.1063
  chi2          2122.2511 2122.2511
  chi2_ns       2123.6526 2123.6526
  cramersv      0.0174 0.0174
  cramersv_ns   0.0123 0.0123
  theil_u       0.9165 0.0444
  catcoocc_i    0.7667 0.0371
  catcoocc_ii   1775.4204 1775.4204
-- ('O', 'ʌ')
  mle           0.0871 0.0651
  pmi           0.0159 0.0159
  npmi          0.0031 0.0031
  chi2          11.5576 11.5576
  chi2_ns       11.5764 11.5764
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.0028 0.1884
  catcoocc_i    0.0000 0.0030
  catcoocc_ii   0.1843 0.1843
-- ('O', 'ʒ')
  mle           0.0008 0.0754
  pmi           0.1618 0.1618
  npmi          0.0164 0.0164
  chi2          9.9736 9.9736
  chi2_ns       10.1606 10.1606
  cramersv      0.0011 0.0011
  cramersv_ns   0.0008 0.0008
  theil_u       0.9729 0.0925
  catcoocc_i    0.1575 0.0150
  catcoocc_ii   1.6142 1.6142
-- ('O', 'θ')
  mle           0.0037 0.0672
  pmi           0.0474 0.0474
  npmi          0.0057 0.0057
  chi2          3.9640 3.9640
  chi2_ns       4.0159 4.0159
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.8885 0.0349
  catcoocc_i    0.0421 0.0017
  catcoocc_ii   0.1878 0.1878
-- ('P', 'aɪ')
  mle           0.0113 0.0199
  pmi           -0.1525 -0.1525
  npmi          -0.0185 -0.0185
  chi2          44.0532 44.0532
  chi2_ns       44.1998 44.1998
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.3225 0.0005
  catcoocc_i    -0.0492 -0.0001
  catcoocc_ii   -6.7191 -6.7191
-- ('P', 'aʊ')
  mle           0.0027 0.0161
  pmi           -0.3621 -0.3621
  npmi          -0.0374 -0.0374
  chi2          59.0883 59.0883
  chi2_ns       59.4001 59.4001
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.7320 0.0109
  catcoocc_i    -0.2651 -0.0039
  catcoocc_ii   -21.3971 -21.3971
-- ('P', 'b')
  mle           0.0068 0.0066
  pmi           -1.2484 -1.2484
  npmi          -0.1426 -0.1426
  chi2          2044.8500 2044.8500
  chi2_ns       2045.5976 2045.5976
  cramersv      0.0171 0.0171
  cramersv_ns   0.0121 0.0121
  theil_u       0.0038 0.0198
  catcoocc_i    -0.0048 -0.0247
  catcoocc_ii   -2552.8668 -2552.8668
-- ('P', 'd')
  mle           0.0243 0.0152
  pmi           -0.4226 -0.4226
  npmi          -0.0565 -0.0565
  chi2          755.0163 755.0163
  chi2_ns       755.3827 755.3827
  cramersv      0.0104 0.0104
  cramersv_ns   0.0073 0.0073
  theil_u       0.0062 0.2842
  catcoocc_i    -0.0026 -0.1201
  catcoocc_ii   -319.0749 -319.0749
-- ('P', 'dʒ')
  mle           0.0042 0.0133
  pmi           -0.5506 -0.5506
  npmi          -0.0595 -0.0595
  chi2          215.6062 215.6062
  chi2_ns       216.0426 216.0426
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.5642 -0.0023
  catcoocc_i    -0.3106 0.0013
  catcoocc_ii   -118.7051 -118.7051
-- ('P', 'eɪ')
  mle           0.0149 0.0216
  pmi           -0.0674 -0.0674
  npmi          -0.0084 -0.0084
  chi2          11.2718 11.2718
  chi2_ns       11.3395 11.3395
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.2257 0.0021
  catcoocc_i    -0.0152 -0.0001
  catcoocc_ii   -0.7592 -0.7592
-- ('P', 'f')
  mle           0.0154 0.0220
  pmi           -0.0527 -0.0527
  npmi          -0.0066 -0.0066
  chi2          7.1437 7.1437
  chi2_ns       7.1970 7.1970
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.2143 0.0020
  catcoocc_i    -0.0113 -0.0001
  catcoocc_ii   -0.3765 -0.3765
-- ('P', 'h')
  mle           0.0054 0.0124
  pmi           -0.6278 -0.6278
  npmi          -0.0699 -0.0699
  chi2          368.4468 368.4468
  chi2_ns       368.9288 368.9288
  cramersv      0.0073 0.0073
  cramersv_ns   0.0051 0.0051
  theil_u       0.4376 -0.0006
  catcoocc_i    -0.2747 0.0004
  catcoocc_ii   -231.3048 -231.3048
-- ('P', 'i')
  mle           0.0374 0.0223
  pmi           -0.0349 -0.0349
  npmi          -0.0049 -0.0049
  chi2          7.7862 7.7862
  chi2_ns       7.8226 7.8226
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.0027 0.3080
  catcoocc_i    -0.0001 -0.0107
  catcoocc_ii   -0.2715 -0.2715
-- ('P', 'j')
  mle           0.0044 0.0176
  pmi           -0.2708 -0.2708
  npmi          -0.0295 -0.0295
  chi2          54.0149 54.0149
  chi2_ns       54.2589 54.2589
  cramersv      0.0028 0.0028
  cramersv_ns   0.0019 0.0019
  theil_u       0.6348 -0.0023
  catcoocc_i    -0.1719 0.0006
  catcoocc_ii   -14.6295 -14.6295
-- ('P', 'k')
  mle           0.0402 0.0189
  pmi           -0.2049 -0.2049
  npmi          -0.0294 -0.0294
  chi2          294.8196 294.8196
  chi2_ns       295.0191 295.0191
  cramersv      0.0065 0.0065
  cramersv_ns   0.0046 0.0046
  theil_u       0.0176 0.4225
  catcoocc_i    -0.0036 -0.0866
  catcoocc_ii   -60.4154 -60.4154
-- ('P', 'l')
  mle           0.0497 0.0202
  pmi           -0.1334 -0.1334
  npmi          -0.0197 -0.0197
  chi2          155.2465 155.2465
  chi2_ns       155.3820 155.3820
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0101 0.4796
  catcoocc_i    -0.0013 -0.0640
  catcoocc_ii   -20.7124 -20.7124
-- ('P', 'm')
  mle           0.0257 0.0176
  pmi           -0.2748 -0.2748
  npmi          -0.0370 -0.0370
  chi2          334.6279 334.6279
  chi2_ns       334.8824 334.8824
  cramersv      0.0069 0.0069
  cramersv_ns   0.0049 0.0049
  theil_u       0.0062 0.2369
  catcoocc_i    -0.0017 -0.0651
  catcoocc_ii   -91.9669 -91.9669
-- ('P', 'n')
  mle           0.0506 0.0159
  pmi           -0.3751 -0.3751
  npmi          -0.0556 -0.0556
  chi2          1284.0569 1284.0569
  chi2_ns       1284.4024 1284.4024
  cramersv      0.0136 0.0136
  cramersv_ns   0.0096 0.0096
  theil_u       0.0170 0.5727
  catcoocc_i    -0.0064 -0.2148
  catcoocc_ii   -481.6287 -481.6287
-- ('P', 'oʊ')
  mle           0.0214 0.0243
  pmi           0.0491 0.0491
  npmi          0.0065 0.0065
  chi2          8.6750 8.6750
  chi2_ns       8.7276 8.7276
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.0822 0.0027
  catcoocc_i    0.0040 0.0001
  catcoocc_ii   0.4261 0.4261
-- ('P', 'p')
  mle           0.1443 0.1436
  pmi           1.8259 1.8259
  npmi          0.3202 0.3202
  chi2          106768.8195 106768.8195
  chi2_ns       106774.2780 106774.2780
  cramersv      0.1237 0.1237
  cramersv_ns   0.0874 0.0874
  theil_u       0.0030 0.0057
  catcoocc_i    0.0056 0.0104
  catcoocc_ii   194946.1589 194946.1589
-- ('P', 's')
  mle           0.0646 0.0254
  pmi           0.0923 0.0923
  npmi          0.0142 0.0142
  chi2          96.6488 96.6488
  chi2_ns       96.7539 96.7539
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0061 0.4936
  catcoocc_i    0.0006 0.0456
  catcoocc_ii   8.9204 8.9204
-- ('P', 't')
  mle           0.0564 0.0221
  pmi           -0.0463 -0.0463
  npmi          -0.0070 -0.0070
  chi2          21.1898 21.1898
  chi2_ns       21.2390 21.2390
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.0017 0.4947
  catcoocc_i    -0.0001 -0.0229
  catcoocc_ii   -0.9805 -0.9805
-- ('P', 'tʃ')
  mle           0.0043 0.0173
  pmi           -0.2901 -0.2901
  npmi          -0.0315 -0.0315
  chi2          60.9046 60.9046
  chi2_ns       61.1635 61.1635
  cramersv      0.0029 0.0029
  cramersv_ns   0.0021 0.0021
  theil_u       0.6308 -0.0032
  catcoocc_i    -0.1830 0.0009
  catcoocc_ii   -17.6672 -17.6672
-- ('P', 'u')
  mle           0.0097 0.0212
  pmi           -0.0877 -0.0877
  npmi          -0.0104 -0.0104
  chi2          12.4389 12.4389
  chi2_ns       12.5256 12.5256
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.4226 0.0003
  catcoocc_i    -0.0371 -0.0000
  catcoocc_ii   -1.0912 -1.0912
-- ('P', 'v')
  mle           0.0064 0.0118
  pmi           -0.6767 -0.6767
  npmi          -0.0767 -0.0767
  chi2          506.9578 506.9578
  chi2_ns       507.4675 507.4675
  cramersv      0.0085 0.0085
  cramersv_ns   0.0060 0.0060
  theil_u       0.3420 0.0001
  catcoocc_i    -0.2315 -0.0001
  catcoocc_ii   -343.0760 -343.0760
-- ('P', 'w')
  mle           0.0040 0.0093
  pmi           -0.9088 -0.9088
  npmi          -0.0978 -0.0978
  chi2          588.2062 588.2062
  chi2_ns       588.8233 588.8233
  cramersv      0.0092 0.0092
  cramersv_ns   0.0065 0.0065
  theil_u       0.4515 -0.0013
  catcoocc_i    -0.4103 0.0012
  catcoocc_ii   -534.5561 -534.5561
-- ('P', 'z')
  mle           0.0285 0.0208
  pmi           -0.1073 -0.1073
  npmi          -0.0146 -0.0146
  chi2          55.9881 55.9881
  chi2_ns       56.0956 56.0956
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       -0.0002 0.2003
  catcoocc_i    0.0000 -0.0215
  catcoocc_ii   -6.0069 -6.0069
-- ('P', 'æ')
  mle           0.0250 0.0231
  pmi           -0.0025 -0.0025
  npmi          -0.0003 -0.0003
  chi2          0.0236 0.0236
  chi2_ns       0.0261 0.0261
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0052 0.0544
  catcoocc_i    -0.0000 -0.0001
  catcoocc_ii   -0.0001 -0.0001
-- ('P', 'ð')
  mle           0.0001 0.0033
  pmi           -1.9503 -1.9503
  npmi          -0.1502 -0.1502
  chi2          83.9167 83.9167
  chi2_ns       84.7931 84.7931
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.9322 0.0568
  catcoocc_i    -1.8181 -0.1109
  catcoocc_ii   -163.6665 -163.6665
-- ('P', 'ŋ')
  mle           0.0105 0.0198
  pmi           -0.1537 -0.1537
  npmi          -0.0185 -0.0185
  chi2          41.5328 41.5328
  chi2_ns       41.6803 41.6803
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.3537 0.0008
  catcoocc_i    -0.0544 -0.0001
  catcoocc_ii   -6.3837 -6.3837
-- ('P', 'ɑ')
  mle           0.0293 0.0241
  pmi           0.0415 0.0415
  npmi          0.0057 0.0057
  chi2          8.5398 8.5398
  chi2_ns       8.5844 8.5844
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.0054 0.1285
  catcoocc_i    0.0002 0.0053
  catcoocc_ii   0.3543 0.3543
-- ('P', 'ɔ')
  mle           0.0106 0.0187
  pmi           -0.2121 -0.2121
  npmi          -0.0255 -0.0255
  chi2          79.7615 79.7615
  chi2_ns       79.9597 79.9597
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.3280 0.0004
  catcoocc_i    -0.0696 -0.0001
  catcoocc_ii   -16.9184 -16.9184
-- ('P', 'ɔɪ')
  mle           0.0017 0.0296
  pmi           0.2456 0.2456
  npmi          0.0242 0.0242
  chi2          16.5519 16.5519
  chi2_ns       16.8360 16.8360
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.8892 0.0349
  catcoocc_i    0.2184 0.0086
  catcoocc_ii   4.0646 4.0646
-- ('P', 'ɛ')
  mle           0.0319 0.0229
  pmi           -0.0096 -0.0096
  npmi          -0.0013 -0.0013
  chi2          0.4918 0.4918
  chi2_ns       0.5019 0.5019
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0012 0.2081
  catcoocc_i    -0.0000 -0.0020
  catcoocc_ii   -0.0047 -0.0047
-- ('P', 'ɝ')
  mle           0.0307 0.0205
  pmi           -0.1230 -0.1230
  npmi          -0.0170 -0.0170
  chi2          79.3760 79.3760
  chi2_ns       79.4986 79.4986
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.0009 0.2495
  catcoocc_i    -0.0001 -0.0307
  catcoocc_ii   -9.7602 -9.7602
-- ('P', 'ɡ')
  mle           0.0071 0.0109
  pmi           -0.7520 -0.7520
  npmi          -0.0863 -0.0863
  chi2          707.3059 707.3059
  chi2_ns       707.8552 707.8552
  cramersv      0.0101 0.0101
  cramersv_ns   0.0071 0.0071
  theil_u       0.2521 0.0019
  catcoocc_i    -0.1896 -0.0014
  catcoocc_ii   -531.9222 -531.9222
-- ('P', 'ɪ')
  mle           0.0653 0.0243
  pmi           0.0504 0.0504
  npmi          0.0078 0.0078
  chi2          29.2380 29.2380
  chi2_ns       29.2944 29.2944
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0076 0.5138
  catcoocc_i    0.0004 0.0259
  catcoocc_ii   1.4743 1.4743
-- ('P', 'ɹ')
  mle           0.0557 0.0241
  pmi           0.0397 0.0397
  npmi          0.0060 0.0060
  chi2          15.3442 15.3442
  chi2_ns       15.3880 15.3880
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.0037 0.4559
  catcoocc_i    0.0001 0.0181
  catcoocc_ii   0.6099 0.6099
-- ('P', 'ʃ')
  mle           0.0107 0.0214
  pmi           -0.0768 -0.0768
  npmi          -0.0093 -0.0093
  chi2          10.5130 10.5130
  chi2_ns       10.5894 10.5894
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.3807 0.0007
  catcoocc_i    -0.0292 -0.0001
  catcoocc_ii   -0.8073 -0.8073
-- ('P', 'ʊ')
  mle           0.0019 0.0172
  pmi           -0.2989 -0.2989
  npmi          -0.0298 -0.0298
  chi2          28.3815 28.3815
  chi2_ns       28.6461 28.6461
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.8075 0.0164
  catcoocc_i    -0.2414 -0.0049
  catcoocc_ii   -8.4845 -8.4845
-- ('P', 'ʌ')
  mle           0.0840 0.0227
  pmi           -0.0202 -0.0202
  npmi          -0.0032 -0.0032
  chi2          6.1650 6.1650
  chi2_ns       6.1874 6.1874
  cramersv      0.0009 0.0009
  cramersv_ns   0.0005 0.0005
  theil_u       0.0232 0.6205
  catcoocc_i    -0.0005 -0.0125
  catcoocc_ii   -0.1244 -0.1244
-- ('P', 'ʒ')
  mle           0.0004 0.0137
  pmi           -0.5213 -0.5213
  npmi          -0.0451 -0.0451
  chi2          18.3777 18.3777
  chi2_ns       18.7915 18.7915
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.9350 0.0583
  catcoocc_i    -0.4874 -0.0304
  catcoocc_ii   -9.5799 -9.5799
-- ('P', 'θ')
  mle           0.0023 0.0153
  pmi           -0.4156 -0.4156
  npmi          -0.0423 -0.0423
  chi2          67.8758 67.8758
  chi2_ns       68.2247 68.2247
  cramersv      0.0031 0.0031
  cramersv_ns   0.0022 0.0022
  theil_u       0.7462 0.0108
  catcoocc_i    -0.3101 -0.0045
  catcoocc_ii   -28.2090 -28.2090
-- ('Q', 'aɪ')
  mle           0.0115 0.0013
  pmi           -0.1370 -0.1370
  npmi          -0.0125 -0.0125
  chi2          2.1244 2.1244
  chi2_ns       2.2525 2.2525
  cramersv      0.0004 0.0004
  cramersv_ns   0.0001 0.0001
  theil_u       0.0316 0.8127
  catcoocc_i    -0.0043 -0.1114
  catcoocc_ii   -0.2911 -0.2911
-- ('Q', 'aʊ')
  mle           0.0006 0.0002
  pmi           -1.8922 -1.8922
  npmi          -0.1355 -0.1355
  chi2          28.0159 28.0159
  chi2_ns       28.8634 28.8634
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0232 0.5097
  catcoocc_i    -0.0440 -0.9645
  catcoocc_ii   -53.0125 -53.0125
-- ('Q', 'b')
  mle           0.0139 0.0009
  pmi           -0.5338 -0.5338
  npmi          -0.0494 -0.0494
  chi2          42.3771 42.3771
  chi2_ns       42.8004 42.8004
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0717 0.8839
  catcoocc_i    -0.0383 -0.4718
  catcoocc_ii   -22.6206 -22.6206
-- ('Q', 'd')
  mle           0.0233 0.0009
  pmi           -0.4642 -0.4642
  npmi          -0.0451 -0.0451
  chi2          54.1461 54.1461
  chi2_ns       54.5317 54.5317
  cramersv      0.0028 0.0028
  cramersv_ns   0.0019 0.0019
  theil_u       0.0724 0.9198
  catcoocc_i    -0.0336 -0.4270
  catcoocc_ii   -25.1355 -25.1355
-- ('Q', 'dʒ')
  mle           0.0020 0.0004
  pmi           -1.2635 -1.2635
  npmi          -0.0994 -0.0994
  chi2          37.8443 37.8443
  chi2_ns       38.5645 38.5645
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0406 0.6969
  catcoocc_i    -0.0512 -0.8806
  catcoocc_ii   -47.8161 -47.8161
-- ('Q', 'eɪ')
  mle           0.0155 0.0014
  pmi           -0.0267 -0.0267
  npmi          -0.0025 -0.0025
  chi2          0.0903 0.0903
  chi2_ns       0.1156 0.1156
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0599 0.8377
  catcoocc_i    -0.0016 -0.0224
  catcoocc_ii   -0.0024 -0.0024
-- ('Q', 'f')
  mle           0.0063 0.0006
  pmi           -0.9422 -0.9422
  npmi          -0.0813 -0.0813
  chi2          62.5963 62.5963
  chi2_ns       63.2160 63.2160
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.0223 0.8412
  catcoocc_i    -0.0210 -0.7926
  catcoocc_ii   -58.9771 -58.9771
-- ('Q', 'h')
  mle           0.0028 0.0004
  pmi           -1.2801 -1.2801
  npmi          -0.1033 -0.1033
  chi2          54.2842 54.2842
  chi2_ns       55.0123 55.0123
  cramersv      0.0028 0.0028
  cramersv_ns   0.0019 0.0019
  theil_u       0.0271 0.7681
  catcoocc_i    -0.0347 -0.9832
  catcoocc_ii   -69.4881 -69.4881
-- ('Q', 'i')
  mle           0.0468 0.0018
  pmi           0.1887 0.1887
  npmi          0.0197 0.0197
  chi2          17.6418 17.6418
  chi2_ns       17.8575 17.8575
  cramersv      0.0015 0.0015
  cramersv_ns   0.0011 0.0011
  theil_u       0.0708 0.9228
  catcoocc_i    0.0134 0.1741
  catcoocc_ii   3.3289 3.3289
-- ('Q', 'j')
  mle           0.0047 0.0012
  pmi           -0.2147 -0.2147
  npmi          -0.0181 -0.0181
  chi2          2.0479 2.0479
  chi2_ns       2.2384 2.2384
  cramersv      0.0004 0.0004
  cramersv_ns   0.0001 0.0001
  theil_u       0.0406 0.6404
  catcoocc_i    -0.0087 -0.1375
  catcoocc_ii   -0.4398 -0.4398
-- ('Q', 'k')
  mle           0.1592 0.0047
  pmi           1.1699 1.1699
  npmi          0.1399 0.1399
  chi2          2635.1618 2635.1618
  chi2_ns       2637.5019 2637.5019
  cramersv      0.0194 0.0194
  cramersv_ns   0.0137 0.0137
  theil_u       0.0691 0.9371
  catcoocc_i    0.0808 1.0963
  catcoocc_ii   3082.9453 3082.9453
-- ('Q', 'l')
  mle           0.0419 0.0011
  pmi           -0.3049 -0.3049
  npmi          -0.0315 -0.0315
  chi2          42.5020 42.5020
  chi2_ns       42.7806 42.7806
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0812 0.9441
  catcoocc_i    -0.0248 -0.2879
  catcoocc_ii   -12.9597 -12.9597
-- ('Q', 'm')
  mle           0.0163 0.0007
  pmi           -0.7339 -0.7339
  npmi          -0.0690 -0.0690
  chi2          96.9494 96.9494
  chi2_ns       97.4876 97.4876
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0676 0.9132
  catcoocc_i    -0.0496 -0.6702
  catcoocc_ii   -71.1467 -71.1467
-- ('Q', 'n')
  mle           0.0521 0.0010
  pmi           -0.3448 -0.3448
  npmi          -0.0364 -0.0364
  chi2          69.1155 69.1155
  chi2_ns       69.4304 69.4304
  cramersv      0.0031 0.0031
  cramersv_ns   0.0022 0.0022
  theil_u       0.0487 0.9550
  catcoocc_i    -0.0168 -0.3292
  catcoocc_ii   -23.8294 -23.8294
-- ('Q', 'oʊ')
  mle           0.0138 0.0010
  pmi           -0.3886 -0.3886
  npmi          -0.0360 -0.0360
  chi2          21.8707 21.8707
  chi2_ns       22.1986 22.1986
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.0517 0.8684
  catcoocc_i    -0.0201 -0.3375
  catcoocc_ii   -8.4988 -8.4988
-- ('Q', 'p')
  mle           0.0077 0.0005
  pmi           -1.1058 -1.1058
  npmi          -0.0971 -0.0971
  chi2          108.8838 108.8838
  chi2_ns       109.5687 109.5687
  cramersv      0.0039 0.0039
  cramersv_ns   0.0028 0.0028
  theil_u       0.0450 0.8819
  catcoocc_i    -0.0497 -0.9753
  catcoocc_ii   -120.4084 -120.4084
-- ('Q', 's')
  mle           0.0546 0.0014
  pmi           -0.0750 -0.0750
  npmi          -0.0080 -0.0080
  chi2          3.2860 3.2860
  chi2_ns       3.3625 3.3625
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.0537 0.9457
  catcoocc_i    -0.0040 -0.0710
  catcoocc_ii   -0.2466 -0.2466
-- ('Q', 't')
  mle           0.0566 0.0014
  pmi           -0.0434 -0.0434
  npmi          -0.0046 -0.0046
  chi2          1.1216 1.1216
  chi2_ns       1.1664 1.1664
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       0.0440 0.9459
  catcoocc_i    -0.0019 -0.0411
  catcoocc_ii   -0.0487 -0.0487
-- ('Q', 'tʃ')
  mle           0.0042 0.0011
  pmi           -0.3256 -0.3256
  npmi          -0.0271 -0.0271
  chi2          4.3574 4.3574
  chi2_ns       4.6331 4.6331
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.0531 0.6392
  catcoocc_i    -0.0173 -0.2081
  catcoocc_ii   -1.4188 -1.4188
-- ('Q', 'u')
  mle           0.0066 0.0009
  pmi           -0.4725 -0.4725
  npmi          -0.0410 -0.0410
  chi2          15.2795 15.2795
  chi2_ns       15.6583 15.6583
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.0426 0.7778
  catcoocc_i    -0.0201 -0.3675
  catcoocc_ii   -7.2203 -7.2203
-- ('Q', 'v')
  mle           0.0057 0.0007
  pmi           -0.7798 -0.7798
  npmi          -0.0668 -0.0668
  chi2          37.7169 37.7169
  chi2_ns       38.2641 38.2641
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0364 0.8042
  catcoocc_i    -0.0284 -0.6271
  catcoocc_ii   -29.4103 -29.4103
-- ('Q', 'w')
  mle           0.1075 0.0160
  pmi           2.3860 2.3860
  npmi          0.2726 0.2726
  chi2          9997.3248 9997.3248
  chi2_ns       10007.3053 10007.3053
  cramersv      0.0378 0.0378
  cramersv_ns   0.0268 0.0268
  theil_u       0.0133 0.7633
  catcoocc_i    0.0316 1.8212
  catcoocc_ii   23853.4253 23853.4253
-- ('Q', 'z')
  mle           0.0254 0.0012
  pmi           -0.2219 -0.2219
  npmi          -0.0218 -0.0218
  chi2          13.1409 13.1409
  chi2_ns       13.3460 13.3460
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0554 0.9085
  catcoocc_i    -0.0123 -0.2016
  catcoocc_ii   -2.9159 -2.9159
-- ('Q', 'æ')
  mle           0.0185 0.0011
  pmi           -0.3017 -0.3017
  npmi          -0.0287 -0.0287
  chi2          17.6335 17.6335
  chi2_ns       17.9000 17.9000
  cramersv      0.0015 0.0015
  cramersv_ns   0.0011 0.0011
  theil_u       0.0509 0.8882
  catcoocc_i    -0.0153 -0.2680
  catcoocc_ii   -5.3201 -5.3201
-- ('Q', 'ð')
  mle           0.0000 0.0000
  pmi           -17.7259 -17.7259
  npmi          -0.5624 -0.5624
  chi2          6.1987 6.1987
  chi2_ns       7.1659 7.1659
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.4111 0.0232
  catcoocc_i    -7.2867 -0.4109
  catcoocc_ii   -109.8780 -109.8780
-- ('Q', 'ŋ')
  mle           0.0129 0.0015
  pmi           0.0471 0.0471
  npmi          0.0043 0.0043
  chi2          0.2498 0.2498
  chi2_ns       0.2967 0.2967
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0383 0.8019
  catcoocc_i    0.0018 0.0378
  catcoocc_ii   0.0118 0.0118
-- ('Q', 'ɑ')
  mle           0.0323 0.0017
  pmi           0.1399 0.1399
  npmi          0.0141 0.0141
  chi2          6.5502 6.5502
  chi2_ns       6.7041 6.7041
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.0808 0.8988
  catcoocc_i    0.0113 0.1257
  catcoocc_ii   0.9162 0.9162
-- ('Q', 'ɔ')
  mle           0.0101 0.0011
  pmi           -0.2544 -0.2544
  npmi          -0.0229 -0.0229
  chi2          6.6430 6.6430
  chi2_ns       6.8690 6.8690
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.0431 0.8113
  catcoocc_i    -0.0110 -0.2064
  catcoocc_ii   -1.6902 -1.6902
-- ('Q', 'ɔɪ')
  mle           0.0007 0.0008
  pmi           -0.6549 -0.6549
  npmi          -0.0474 -0.0474
  chi2          2.6562 2.6562
  chi2_ns       3.1194 3.1194
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.0913 0.0196
  catcoocc_i    -0.0598 -0.0128
  catcoocc_ii   -1.7395 -1.7395
-- ('Q', 'ɛ')
  mle           0.0344 0.0016
  pmi           0.0661 0.0661
  npmi          0.0067 0.0067
  chi2          1.5259 1.5259
  chi2_ns       1.5959 1.5959
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.0578 0.9100
  catcoocc_i    0.0038 0.0601
  catcoocc_ii   0.1008 0.1008
-- ('Q', 'ɝ')
  mle           0.0210 0.0009
  pmi           -0.4995 -0.4995
  npmi          -0.0481 -0.0481
  chi2          56.6644 56.6644
  chi2_ns       57.0715 57.0715
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.0494 0.9153
  catcoocc_i    -0.0247 -0.4571
  catcoocc_ii   -28.3014 -28.3014
-- ('Q', 'ɡ')
  mle           0.0031 0.0003
  pmi           -1.5772 -1.5772
  npmi          -0.1283 -0.1283
  chi2          98.3653 98.3653
  chi2_ns       99.1704 99.1704
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0591 0.8319
  catcoocc_i    -0.0933 -1.3120
  catcoocc_ii   -155.1394 -155.1394
-- ('Q', 'ɪ')
  mle           0.0698 0.0017
  pmi           0.1170 0.1170
  npmi          0.0127 0.0127
  chi2          10.3627 10.3627
  chi2_ns       10.4949 10.4949
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.0491 0.9483
  catcoocc_i    0.0057 0.1110
  catcoocc_ii   1.2126 1.2126
-- ('Q', 'ɹ')
  mle           0.0377 0.0010
  pmi           -0.3514 -0.3514
  npmi          -0.0359 -0.0359
  chi2          50.7654 50.7654
  chi2_ns       51.0784 51.0784
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.0608 0.9411
  catcoocc_i    -0.0214 -0.3307
  catcoocc_ii   -17.8371 -17.8371
-- ('Q', 'ʃ')
  mle           0.0065 0.0008
  pmi           -0.5739 -0.5739
  npmi          -0.0497 -0.0497
  chi2          22.5417 22.5417
  chi2_ns       22.9820 22.9820
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.0291 0.7910
  catcoocc_i    -0.0167 -0.4540
  catcoocc_ii   -12.9374 -12.9374
-- ('Q', 'ʊ')
  mle           0.0007 0.0004
  pmi           -1.3338 -1.3338
  npmi          -0.0966 -0.0966
  chi2          13.7418 13.7418
  chi2_ns       14.4718 14.4718
  cramersv      0.0014 0.0014
  cramersv_ns   0.0009 0.0009
  theil_u       0.0251 0.3390
  catcoocc_i    -0.0335 -0.4522
  catcoocc_ii   -18.3292 -18.3292
-- ('Q', 'ʌ')
  mle           0.0708 0.0012
  pmi           -0.1908 -0.1908
  npmi          -0.0208 -0.0208
  chi2          28.8886 28.8886
  chi2_ns       29.0786 29.0786
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0697 0.9608
  catcoocc_i    -0.0133 -0.1833
  catcoocc_ii   -5.5121 -5.5121
-- ('Q', 'ʒ')
  mle           0.0009 0.0019
  pmi           0.2421 0.2421
  npmi          0.0178 0.0178
  chi2          0.2921 0.2921
  chi2_ns       0.5311 0.5311
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.4254 0.0292
  catcoocc_i    0.1030 0.0071
  catcoocc_ii   0.0707 0.0707
-- ('Q', 'θ')
  mle           0.0015 0.0006
  pmi           -0.8893 -0.8893
  npmi          -0.0681 -0.0681
  chi2          12.1446 12.1446
  chi2_ns       12.7297 12.7297
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0176 0.4745
  catcoocc_i    -0.0157 -0.4220
  catcoocc_ii   -10.8003 -10.8003
-- ('R', 'aɪ')
  mle           0.0127 0.0730
  pmi           -0.0389 -0.0389
  npmi          -0.0056 -0.0056
  chi2          11.0946 11.0946
  chi2_ns       11.1363 11.1363
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.7253 0.0268
  catcoocc_i    -0.0282 -0.0010
  catcoocc_ii   -0.4312 -0.4312
-- ('R', 'aʊ')
  mle           0.0034 0.0665
  pmi           -0.1333 -0.1333
  npmi          -0.0161 -0.0161
  chi2          34.6345 34.6345
  chi2_ns       34.7699 34.7699
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.8976 0.0293
  catcoocc_i    -0.1196 -0.0039
  catcoocc_ii   -4.6161 -4.6161
-- ('R', 'b')
  mle           0.0265 0.0847
  pmi           0.1094 0.1094
  npmi          0.0176 0.0176
  chi2          186.4132 186.4132
  chi2_ns       186.5413 186.5413
  cramersv      0.0052 0.0052
  cramersv_ns   0.0036 0.0036
  theil_u       0.5626 0.0153
  catcoocc_i    0.0615 0.0017
  catcoocc_ii   20.3917 20.3917
-- ('R', 'd')
  mle           0.0355 0.0729
  pmi           -0.0413 -0.0413
  npmi          -0.0070 -0.0070
  chi2          36.0264 36.0264
  chi2_ns       36.0718 36.0718
  cramersv      0.0022 0.0022
  cramersv_ns   0.0016 0.0016
  theil_u       0.3921 0.0042
  catcoocc_i    -0.0162 -0.0002
  catcoocc_ii   -1.4870 -1.4870
-- ('R', 'dʒ')
  mle           0.0060 0.0630
  pmi           -0.1867 -0.1867
  npmi          -0.0243 -0.0243
  chi2          121.1353 121.1353
  chi2_ns       121.3209 121.3209
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.8299 0.0310
  catcoocc_i    -0.1550 -0.0058
  catcoocc_ii   -22.6184 -22.6184
-- ('R', 'eɪ')
  mle           0.0139 0.0663
  pmi           -0.1361 -0.1361
  npmi          -0.0199 -0.0199
  chi2          150.0134 150.0134
  chi2_ns       150.1533 150.1533
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.6806 0.0261
  catcoocc_i    -0.0926 -0.0035
  catcoocc_ii   -20.4170 -20.4170
-- ('R', 'f')
  mle           0.0174 0.0813
  pmi           0.0686 0.0686
  npmi          0.0103 0.0103
  chi2          47.6952 47.6952
  chi2_ns       47.7733 47.7733
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.6755 0.0257
  catcoocc_i    0.0463 0.0018
  catcoocc_ii   3.2722 3.2722
-- ('R', 'h')
  mle           0.0090 0.0670
  pmi           -0.1258 -0.1258
  npmi          -0.0172 -0.0172
  chi2          82.1050 82.1050
  chi2_ns       82.2342 82.2342
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.7763 0.0335
  catcoocc_i    -0.0976 -0.0042
  catcoocc_ii   -10.3251 -10.3251
-- ('R', 'i')
  mle           0.0363 0.0712
  pmi           -0.0651 -0.0651
  npmi          -0.0110 -0.0110
  chi2          91.6991 91.6991
  chi2_ns       91.7701 91.7701
  cramersv      0.0036 0.0036
  cramersv_ns   0.0025 0.0025
  theil_u       0.3761 0.0042
  catcoocc_i    -0.0245 -0.0003
  catcoocc_ii   -5.9692 -5.9692
-- ('R', 'j')
  mle           0.0045 0.0595
  pmi           -0.2445 -0.2445
  npmi          -0.0307 -0.0307
  chi2          157.1156 157.1156
  chi2_ns       157.3516 157.3516
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.8592 0.0316
  catcoocc_i    -0.2101 -0.0077
  catcoocc_ii   -38.4161 -38.4161
-- ('R', 'k')
  mle           0.0445 0.0685
  pmi           -0.1033 -0.1033
  npmi          -0.0182 -0.0182
  chi2          287.2498 287.2498
  chi2_ns       287.3616 287.3616
  cramersv      0.0064 0.0064
  cramersv_ns   0.0045 0.0045
  theil_u       0.2569 0.0015
  catcoocc_i    -0.0265 -0.0002
  catcoocc_ii   -29.6824 -29.6824
-- ('R', 'l')
  mle           0.0389 0.0520
  pmi           -0.3793 -0.3793
  npmi          -0.0651 -0.0651
  chi2          3442.6608 3442.6608
  chi2_ns       3443.0229 3443.0229
  cramersv      0.0222 0.0222
  cramersv_ns   0.0157 0.0157
  theil_u       0.1786 0.0028
  catcoocc_i    -0.0677 -0.0011
  catcoocc_ii   -1305.6639 -1305.6639
-- ('R', 'm')
  mle           0.0290 0.0650
  pmi           -0.1553 -0.1553
  npmi          -0.0254 -0.0254
  chi2          416.2003 416.2003
  chi2_ns       416.3615 416.3615
  cramersv      0.0077 0.0077
  cramersv_ns   0.0054 0.0054
  theil_u       0.4303 0.0045
  catcoocc_i    -0.0668 -0.0007
  catcoocc_ii   -64.6379 -64.6379
-- ('R', 'n')
  mle           0.0579 0.0598
  pmi           -0.2387 -0.2387
  npmi          -0.0440 -0.0440
  chi2          2054.2876 2054.2876
  chi2_ns       2054.5357 2054.5357
  cramersv      0.0171 0.0171
  cramersv_ns   0.0121 0.0121
  theil_u       0.0227 0.0042
  catcoocc_i    -0.0054 -0.0010
  catcoocc_ii   -490.3980 -490.3980
-- ('R', 'oʊ')
  mle           0.0184 0.0683
  pmi           -0.1056 -0.1056
  npmi          -0.0161 -0.0161
  chi2          119.9415 119.9415
  chi2_ns       120.0522 120.0522
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.6126 0.0213
  catcoocc_i    -0.0647 -0.0022
  catcoocc_ii   -12.6692 -12.6692
-- ('R', 'p')
  mle           0.0238 0.0778
  pmi           0.0242 0.0242
  npmi          0.0038 0.0038
  chi2          8.1538 8.1538
  chi2_ns       8.1809 8.1809
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.5678 0.0160
  catcoocc_i    0.0137 0.0004
  catcoocc_ii   0.1972 0.1972
-- ('R', 's')
  mle           0.0488 0.0629
  pmi           -0.1886 -0.1886
  npmi          -0.0337 -0.0337
  chi2          1060.8479 1060.8479
  chi2_ns       1061.0456 1061.0456
  cramersv      0.0123 0.0123
  cramersv_ns   0.0087 0.0087
  theil_u       0.1576 0.0036
  catcoocc_i    -0.0297 -0.0007
  catcoocc_ii   -200.0959 -200.0959
-- ('R', 't')
  mle           0.0572 0.0735
  pmi           -0.0332 -0.0332
  npmi          -0.0061 -0.0061
  chi2          38.3699 38.3699
  chi2_ns       38.4074 38.4074
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.1551 0.0040
  catcoocc_i    -0.0051 -0.0001
  catcoocc_ii   -1.2735 -1.2735
-- ('R', 'tʃ')
  mle           0.0049 0.0648
  pmi           -0.1586 -0.1586
  npmi          -0.0201 -0.0201
  chi2          71.8717 71.8717
  chi2_ns       72.0313 72.0313
  cramersv      0.0032 0.0032
  cramersv_ns   0.0022 0.0022
  theil_u       0.8569 0.0301
  catcoocc_i    -0.1359 -0.0048
  catcoocc_ii   -11.4016 -11.4016
-- ('R', 'u')
  mle           0.0084 0.0603
  pmi           -0.2310 -0.2310
  npmi          -0.0314 -0.0314
  chi2          261.8219 261.8219
  chi2_ns       262.0475 262.0475
  cramersv      0.0061 0.0061
  cramersv_ns   0.0043 0.0043
  theil_u       0.7708 0.0327
  catcoocc_i    -0.1780 -0.0076
  catcoocc_ii   -60.4726 -60.4726
-- ('R', 'v')
  mle           0.0120 0.0724
  pmi           -0.0473 -0.0473
  npmi          -0.0067 -0.0067
  chi2          15.4688 15.4688
  chi2_ns       15.5194 15.5194
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.7323 0.0261
  catcoocc_i    -0.0346 -0.0012
  catcoocc_ii   -0.7311 -0.7311
-- ('R', 'w')
  mle           0.0083 0.0641
  pmi           -0.1700 -0.1700
  npmi          -0.0231 -0.0231
  chi2          139.8896 139.8896
  chi2_ns       140.0604 140.0604
  cramersv      0.0045 0.0045
  cramersv_ns   0.0031 0.0031
  theil_u       0.7831 0.0334
  catcoocc_i    -0.1331 -0.0057
  catcoocc_ii   -23.7769 -23.7769
-- ('R', 'z')
  mle           0.0322 0.0770
  pmi           0.0135 0.0135
  npmi          0.0022 0.0022
  chi2          3.4623 3.4623
  chi2_ns       3.4775 3.4775
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.4594 0.0036
  catcoocc_i    0.0062 0.0000
  catcoocc_ii   0.0468 0.0468
-- ('R', 'æ')
  mle           0.0201 0.0609
  pmi           -0.2202 -0.2202
  npmi          -0.0339 -0.0339
  chi2          574.8149 574.8149
  chi2_ns       575.0343 575.0343
  cramersv      0.0091 0.0091
  cramersv_ns   0.0064 0.0064
  theil_u       0.5471 0.0144
  catcoocc_i    -0.1205 -0.0032
  catcoocc_ii   -126.5528 -126.5528
-- ('R', 'ð')
  mle           0.0010 0.1127
  pmi           0.3948 0.3948
  npmi          0.0418 0.0418
  chi2          93.2008 93.2008
  chi2_ns       93.7244 93.7244
  cramersv      0.0036 0.0036
  cramersv_ns   0.0026 0.0026
  theil_u       0.9752 0.0561
  catcoocc_i    0.3851 0.0221
  catcoocc_ii   36.7990 36.7990
-- ('R', 'ŋ')
  mle           0.0097 0.0602
  pmi           -0.2327 -0.2327
  npmi          -0.0323 -0.0323
  chi2          306.7818 306.7818
  chi2_ns       307.0091 307.0091
  cramersv      0.0066 0.0066
  cramersv_ns   0.0047 0.0047
  theil_u       0.7384 0.0272
  catcoocc_i    -0.1718 -0.0063
  catcoocc_ii   -71.3782 -71.3782
-- ('R', 'ɑ')
  mle           0.0301 0.0814
  pmi           0.0698 0.0698
  npmi          0.0115 0.0115
  chi2          86.6713 86.6713
  chi2_ns       86.7518 86.7518
  cramersv      0.0035 0.0035
  cramersv_ns   0.0025 0.0025
  theil_u       0.5073 0.0102
  catcoocc_i    0.0354 0.0007
  catcoocc_ii   6.0498 6.0498
-- ('R', 'ɔ')
  mle           0.0195 0.1134
  pmi           0.4013 0.4013
  npmi          0.0616 0.0616
  chi2          1851.6134 1851.6134
  chi2_ns       1852.1549 1852.1549
  cramersv      0.0163 0.0163
  cramersv_ns   0.0115 0.0115
  theil_u       0.7283 0.0268
  catcoocc_i    0.2923 0.0107
  catcoocc_ii   743.1296 743.1296
-- ('R', 'ɔɪ')
  mle           0.0010 0.0581
  pmi           -0.2684 -0.2684
  npmi          -0.0283 -0.0283
  chi2          41.5272 41.5272
  chi2_ns       41.7819 41.7819
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.9591 0.0419
  catcoocc_i    -0.2574 -0.0113
  catcoocc_ii   -11.1463 -11.1463
-- ('R', 'ɛ')
  mle           0.0337 0.0796
  pmi           0.0467 0.0467
  npmi          0.0078 0.0078
  chi2          43.5914 43.5914
  chi2_ns       43.6449 43.6449
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.4525 0.0032
  catcoocc_i    0.0211 0.0002
  catcoocc_ii   2.0366 2.0366
-- ('R', 'ɝ')
  mle           0.0717 0.1572
  pmi           0.7272 0.7272
  npmi          0.1395 0.1395
  chi2          23559.3980 23559.3980
  chi2_ns       23560.5968 23560.5968
  cramersv      0.0581 0.0581
  cramersv_ns   0.0411 0.0411
  theil_u       0.4214 0.0038
  catcoocc_i    0.3064 0.0028
  catcoocc_ii   17132.9057 17132.9057
-- ('R', 'ɡ')
  mle           0.0175 0.0882
  pmi           0.1498 0.1498
  npmi          0.0226 0.0226
  chi2          229.4574 229.4574
  chi2_ns       229.6350 229.6350
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.6913 0.0262
  catcoocc_i    0.1036 0.0039
  catcoocc_ii   34.3783 34.3783
-- ('R', 'ɪ')
  mle           0.0520 0.0636
  pmi           -0.1780 -0.1780
  npmi          -0.0322 -0.0322
  chi2          1010.6889 1010.6889
  chi2_ns       1010.8771 1010.8771
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.1276 0.0039
  catcoocc_i    -0.0227 -0.0007
  catcoocc_ii   -179.9435 -179.9435
-- ('R', 'ɹ')
  mle           0.1122 0.1591
  pmi           0.7397 0.7397
  npmi          0.1552 0.1552
  chi2          38956.0248 38956.0248
  chi2_ns       38957.2773 38957.2773
  cramersv      0.0747 0.0747
  cramersv_ns   0.0528 0.0528
  theil_u       0.2108 0.0014
  catcoocc_i    0.1559 0.0010
  catcoocc_ii   28816.2832 28816.2832
-- ('R', 'ʃ')
  mle           0.0091 0.0600
  pmi           -0.2364 -0.2364
  npmi          -0.0325 -0.0325
  chi2          297.7947 297.7947
  chi2_ns       298.0251 298.0251
  cramersv      0.0065 0.0065
  cramersv_ns   0.0046 0.0046
  theil_u       0.7510 0.0278
  catcoocc_i    -0.1775 -0.0066
  catcoocc_ii   -70.3924 -70.3924
-- ('R', 'ʊ')
  mle           0.0030 0.0885
  pmi           0.1525 0.1525
  npmi          0.0182 0.0182
  chi2          40.2148 40.2148
  chi2_ns       40.3933 40.3933
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.9274 0.0340
  catcoocc_i    0.1414 0.0052
  catcoocc_ii   6.1322 6.1322
-- ('R', 'ʌ')
  mle           0.0656 0.0582
  pmi           -0.2665 -0.2665
  npmi          -0.0503 -0.0503
  chi2          2942.7522 2942.7522
  chi2_ns       2943.0291 2943.0291
  cramersv      0.0205 0.0205
  cramersv_ns   0.0145 0.0145
  theil_u       0.0045 0.0830
  catcoocc_i    -0.0012 -0.0221
  catcoocc_ii   -784.2248 -784.2248
-- ('R', 'ʒ')
  mle           0.0007 0.0745
  pmi           -0.0189 -0.0189
  npmi          -0.0019 -0.0019
  chi2          0.1190 0.1190
  chi2_ns       0.1386 0.1386
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.9764 0.0618
  catcoocc_i    -0.0185 -0.0012
  catcoocc_ii   -0.0023 -0.0023
-- ('R', 'θ')
  mle           0.0033 0.0705
  pmi           -0.0743 -0.0743
  npmi          -0.0090 -0.0090
  chi2          10.4104 10.4104
  chi2_ns       10.4880 10.4880
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.9028 0.0336
  catcoocc_i    -0.0671 -0.0025
  catcoocc_ii   -0.7732 -0.7732
-- ('S', 'aɪ')
  mle           0.0128 0.0740
  pmi           -0.0266 -0.0266
  npmi          -0.0038 -0.0038
  chi2          5.2445 5.2445
  chi2_ns       5.2732 5.2732
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.7249 0.0219
  catcoocc_i    -0.0193 -0.0006
  catcoocc_ii   -0.1394 -0.1394
-- ('S', 'aʊ')
  mle           0.0039 0.0757
  pmi           -0.0041 -0.0041
  npmi          -0.0005 -0.0005
  chi2          0.0326 0.0326
  chi2_ns       0.0369 0.0369
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.8977 0.0430
  catcoocc_i    -0.0037 -0.0002
  catcoocc_ii   -0.0001 -0.0001
-- ('S', 'b')
  mle           0.0190 0.0608
  pmi           -0.2228 -0.2228
  npmi          -0.0341 -0.0341
  chi2          557.0349 557.0349
  chi2_ns       557.2563 557.2563
  cramersv      0.0089 0.0089
  cramersv_ns   0.0063 0.0063
  theil_u       0.5625 0.0093
  catcoocc_i    -0.1253 -0.0021
  catcoocc_ii   -124.1252 -124.1252
-- ('S', 'd')
  mle           0.0279 0.0573
  pmi           -0.2825 -0.2825
  npmi          -0.0459 -0.0459
  chi2          1336.8558 1336.8558
  chi2_ns       1337.1324 1337.1324
  cramersv      0.0138 0.0138
  cramersv_ns   0.0098 0.0098
  theil_u       0.3919 0.0010
  catcoocc_i    -0.1107 -0.0003
  catcoocc_ii   -377.6963 -377.6963
-- ('S', 'dʒ')
  mle           0.0060 0.0625
  pmi           -0.1957 -0.1957
  npmi          -0.0254 -0.0254
  chi2          131.9366 131.9366
  chi2_ns       132.1302 132.1302
  cramersv      0.0043 0.0043
  cramersv_ns   0.0031 0.0031
  theil_u       0.8299 0.0247
  catcoocc_i    -0.1624 -0.0048
  catcoocc_ii   -25.8149 -25.8149
-- ('S', 'eɪ')
  mle           0.0139 0.0665
  pmi           -0.1333 -0.1333
  npmi          -0.0195 -0.0195
  chi2          144.2951 144.2951
  chi2_ns       144.4323 144.4323
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.6797 0.0180
  catcoocc_i    -0.0906 -0.0024
  catcoocc_ii   -19.2299 -19.2299
-- ('S', 'f')
  mle           0.0132 0.0619
  pmi           -0.2046 -0.2046
  npmi          -0.0296 -0.0296
  chi2          324.2846 324.2846
  chi2_ns       324.4881 324.4881
  cramersv      0.0068 0.0068
  cramersv_ns   0.0048 0.0048
  theil_u       0.6746 0.0176
  catcoocc_i    -0.1380 -0.0036
  catcoocc_ii   -66.3521 -66.3521
-- ('S', 'h')
  mle           0.0077 0.0575
  pmi           -0.2782 -0.2782
  npmi          -0.0374 -0.0374
  chi2          347.2736 347.2736
  chi2_ns       347.5391 347.5391
  cramersv      0.0070 0.0070
  cramersv_ns   0.0050 0.0050
  theil_u       0.7756 0.0210
  catcoocc_i    -0.2158 -0.0058
  catcoocc_ii   -96.6202 -96.6202
-- ('S', 'i')
  mle           0.0335 0.0658
  pmi           -0.1433 -0.1433
  npmi          -0.0240 -0.0240
  chi2          411.8299 411.8299
  chi2_ns       411.9801 411.9801
  cramersv      0.0077 0.0077
  cramersv_ns   0.0054 0.0054
  theil_u       0.3758 0.0021
  catcoocc_i    -0.0538 -0.0003
  catcoocc_ii   -59.0120 -59.0120
-- ('S', 'j')
  mle           0.0048 0.0632
  pmi           -0.1848 -0.1848
  npmi          -0.0234 -0.0234
  chi2          95.1134 95.1134
  chi2_ns       95.2970 95.2970
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.8591 0.0290
  catcoocc_i    -0.1588 -0.0054
  catcoocc_ii   -17.5812 -17.5812
-- ('S', 'k')
  mle           0.0434 0.0667
  pmi           -0.1306 -0.1306
  npmi          -0.0229 -0.0229
  chi2          447.0903 447.0903
  chi2_ns       447.2297 447.2297
  cramersv      0.0080 0.0080
  cramersv_ns   0.0056 0.0056
  theil_u       0.2568 0.0001
  catcoocc_i    -0.0335 -0.0000
  catcoocc_ii   -58.3976 -58.3976
-- ('S', 'l')
  mle           0.0452 0.0604
  pmi           -0.2296 -0.2296
  npmi          -0.0405 -0.0405
  chi2          1454.9418 1454.9418
  chi2_ns       1455.1772 1455.1772
  cramersv      0.0144 0.0144
  cramersv_ns   0.0102 0.0102
  theil_u       0.1787 0.0021
  catcoocc_i    -0.0410 -0.0005
  catcoocc_ii   -334.0563 -334.0563
-- ('S', 'm')
  mle           0.0288 0.0647
  pmi           -0.1609 -0.1609
  npmi          -0.0263 -0.0263
  chi2          444.3941 444.3941
  chi2_ns       444.5605 444.5605
  cramersv      0.0080 0.0080
  cramersv_ns   0.0056 0.0056
  theil_u       0.4301 0.0005
  catcoocc_i    -0.0692 -0.0001
  catcoocc_ii   -71.4928 -71.4928
-- ('S', 'n')
  mle           0.0637 0.0658
  pmi           -0.1440 -0.1440
  npmi          -0.0270 -0.0270
  chi2          819.6376 819.6376
  chi2_ns       819.7943 819.7943
  cramersv      0.0108 0.0108
  cramersv_ns   0.0077 0.0077
  theil_u       0.0230 0.0043
  catcoocc_i    -0.0033 -0.0006
  catcoocc_ii   -118.0304 -118.0304
-- ('S', 'oʊ')
  mle           0.0179 0.0668
  pmi           -0.1284 -0.1284
  npmi          -0.0195 -0.0195
  chi2          173.4056 173.4056
  chi2_ns       173.5387 173.5387
  cramersv      0.0050 0.0050
  cramersv_ns   0.0035 0.0035
  theil_u       0.6123 0.0174
  catcoocc_i    -0.0786 -0.0022
  catcoocc_ii   -22.2640 -22.2640
-- ('S', 'p')
  mle           0.0240 0.0785
  pmi           0.0331 0.0331
  npmi          0.0053 0.0053
  chi2          15.4725 15.4725
  chi2_ns       15.5098 15.5098
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.5678 0.0105
  catcoocc_i    0.0188 0.0003
  catcoocc_ii   0.5127 0.5127
-- ('S', 's')
  mle           0.1226 0.1581
  pmi           0.7330 0.7330
  npmi          0.1567 0.1567
  chi2          41997.4945 41997.4945
  chi2_ns       41998.7379 41998.7379
  cramersv      0.0776 0.0776
  cramersv_ns   0.0548 0.0548
  theil_u       0.1578 0.0006
  catcoocc_i    0.1157 0.0004
  catcoocc_ii   30782.6610 30782.6610
-- ('S', 't')
  mle           0.0599 0.0770
  pmi           0.0135 0.0135
  npmi          0.0025 0.0025
  chi2          6.6075 6.6075
  chi2_ns       6.6230 6.6230
  cramersv      0.0009 0.0009
  cramersv_ns   0.0006 0.0006
  theil_u       0.1552 0.0008
  catcoocc_i    0.0021 0.0000
  catcoocc_ii   0.0890 0.0890
-- ('S', 'tʃ')
  mle           0.0042 0.0556
  pmi           -0.3124 -0.3124
  npmi          -0.0389 -0.0389
  chi2          240.7718 240.7718
  chi2_ns       241.0637 241.0637
  cramersv      0.0059 0.0059
  cramersv_ns   0.0041 0.0041
  theil_u       0.8570 0.0287
  catcoocc_i    -0.2677 -0.0090
  catcoocc_ii   -75.2139 -75.2139
-- ('S', 'u')
  mle           0.0104 0.0744
  pmi           -0.0204 -0.0204
  npmi          -0.0029 -0.0029
  chi2          2.5021 2.5021
  chi2_ns       2.5242 2.5242
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.7702 0.0220
  catcoocc_i    -0.0157 -0.0004
  catcoocc_ii   -0.0512 -0.0512
-- ('S', 'v')
  mle           0.0103 0.0626
  pmi           -0.1942 -0.1942
  npmi          -0.0272 -0.0272
  chi2          226.8672 226.8672
  chi2_ns       227.0607 227.0607
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.7318 0.0228
  catcoocc_i    -0.1422 -0.0044
  catcoocc_ii   -44.0667 -44.0667
-- ('S', 'w')
  mle           0.0086 0.0660
  pmi           -0.1403 -0.1403
  npmi          -0.0191 -0.0191
  chi2          98.1826 98.1826
  chi2_ns       98.3256 98.3256
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.7826 0.0213
  catcoocc_i    -0.1098 -0.0030
  catcoocc_ii   -13.7788 -13.7788
-- ('S', 'z')
  mle           0.0616 0.1476
  pmi           0.6640 0.6640
  npmi          0.1238 0.1238
  chi2          16712.6319 16712.6319
  chi2_ns       16713.6854 16713.6854
  cramersv      0.0489 0.0489
  cramersv_ns   0.0346 0.0346
  theil_u       0.4589 0.0002
  catcoocc_i    0.3047 0.0002
  catcoocc_ii   11096.9426 11096.9426
-- ('S', 'æ')
  mle           0.0244 0.0742
  pmi           -0.0233 -0.0233
  npmi          -0.0037 -0.0037
  chi2          7.7672 7.7672
  chi2_ns       7.7927 7.7927
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.5469 0.0064
  catcoocc_i    -0.0127 -0.0001
  catcoocc_ii   -0.1807 -0.1807
-- ('S', 'ð')
  mle           0.0006 0.0603
  pmi           -0.2317 -0.2317
  npmi          -0.0230 -0.0230
  chi2          16.8864 16.8864
  chi2_ns       17.1096 17.1096
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.9754 0.0770
  catcoocc_i    -0.2260 -0.0178
  catcoocc_ii   -3.9124 -3.9124
-- ('S', 'ŋ')
  mle           0.0079 0.0492
  pmi           -0.4350 -0.4350
  npmi          -0.0587 -0.0587
  chi2          886.3907 886.3907
  chi2_ns       886.7771 886.7771
  cramersv      0.0113 0.0113
  cramersv_ns   0.0080 0.0080
  theil_u       0.7378 0.0227
  catcoocc_i    -0.3209 -0.0099
  catcoocc_ii   -385.5524 -385.5524
-- ('S', 'ɑ')
  mle           0.0240 0.0650
  pmi           -0.1566 -0.1566
  npmi          -0.0248 -0.0248
  chi2          348.7489 348.7489
  chi2_ns       348.9103 348.9103
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.5069 -0.0010
  catcoocc_i    -0.0794 0.0002
  catcoocc_ii   -54.6139 -54.6139
-- ('S', 'ɔ')
  mle           0.0119 0.0693
  pmi           -0.0925 -0.0925
  npmi          -0.0132 -0.0132
  chi2          59.2560 59.2560
  chi2_ns       59.3528 59.3528
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.7279 0.0222
  catcoocc_i    -0.0674 -0.0021
  catcoocc_ii   -5.4831 -5.4831
-- ('S', 'ɔɪ')
  mle           0.0011 0.0613
  pmi           -0.2140 -0.2140
  npmi          -0.0227 -0.0227
  chi2          27.7817 27.7817
  chi2_ns       27.9901 27.9901
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.9592 0.0446
  catcoocc_i    -0.2052 -0.0096
  catcoocc_ii   -5.9446 -5.9446
-- ('S', 'ɛ')
  mle           0.0311 0.0735
  pmi           -0.0333 -0.0333
  npmi          -0.0055 -0.0055
  chi2          20.4416 20.4416
  chi2_ns       20.4783 20.4783
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.4522 0.0004
  catcoocc_i    -0.0151 -0.0000
  catcoocc_ii   -0.6808 -0.6808
-- ('S', 'ɝ')
  mle           0.0314 0.0689
  pmi           -0.0982 -0.0982
  npmi          -0.0163 -0.0163
  chi2          180.2014 180.2014
  chi2_ns       180.3062 180.3062
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.4210 0.0008
  catcoocc_i    -0.0413 -0.0001
  catcoocc_ii   -17.6941 -17.6941
-- ('S', 'ɡ')
  mle           0.0112 0.0563
  pmi           -0.2993 -0.2993
  npmi          -0.0423 -0.0423
  chi2          588.1976 588.1976
  chi2_ns       588.4818 588.4818
  cramersv      0.0092 0.0092
  cramersv_ns   0.0065 0.0065
  theil_u       0.6907 0.0195
  catcoocc_i    -0.2067 -0.0058
  catcoocc_ii   -176.0648 -176.0648
-- ('S', 'ɪ')
  mle           0.0619 0.0757
  pmi           -0.0039 -0.0039
  npmi          -0.0007 -0.0007
  chi2          0.5747 0.5747
  chi2_ns       0.5792 0.5792
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.1278 0.0016
  catcoocc_i    -0.0005 -0.0000
  catcoocc_ii   -0.0022 -0.0022
-- ('S', 'ɹ')
  mle           0.0461 0.0654
  pmi           -0.1495 -0.1495
  npmi          -0.0264 -0.0264
  chi2          625.8741 625.8741
  chi2_ns       626.0328 626.0328
  cramersv      0.0095 0.0095
  cramersv_ns   0.0067 0.0067
  theil_u       0.2110 0.0013
  catcoocc_i    -0.0315 -0.0002
  catcoocc_ii   -93.5379 -93.5379
-- ('S', 'ʃ')
  mle           0.0176 0.1155
  pmi           0.4187 0.4187
  npmi          0.0633 0.0633
  chi2          1818.8534 1818.8534
  chi2_ns       1819.4227 1819.4227
  cramersv      0.0161 0.0161
  cramersv_ns   0.0114 0.0114
  theil_u       0.7504 0.0209
  catcoocc_i    0.3142 0.0087
  catcoocc_ii   761.6129 761.6129
-- ('S', 'ʊ')
  mle           0.0022 0.0642
  pmi           -0.1691 -0.1691
  npmi          -0.0194 -0.0194
  chi2          35.8897 35.8897
  chi2_ns       36.0584 36.0584
  cramersv      0.0022 0.0022
  cramersv_ns   0.0016 0.0016
  theil_u       0.9276 0.0377
  catcoocc_i    -0.1569 -0.0064
  catcoocc_ii   -6.0701 -6.0701
-- ('S', 'ʌ')
  mle           0.0813 0.0721
  pmi           -0.0524 -0.0524
  npmi          -0.0103 -0.0103
  chi2          139.9745 139.9745
  chi2_ns       140.0349 140.0349
  cramersv      0.0045 0.0045
  cramersv_ns   0.0031 0.0031
  theil_u       0.0041 0.0820
  catcoocc_i    -0.0002 -0.0043
  catcoocc_ii   -7.3298 -7.3298
-- ('S', 'ʒ')
  mle           0.0011 0.1195
  pmi           0.4528 0.4528
  npmi          0.0481 0.0481
  chi2          129.0049 129.0049
  chi2_ns       129.6243 129.6243
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.9765 0.0815
  catcoocc_i    0.4421 0.0369
  catcoocc_ii   58.4093 58.4093
-- ('S', 'θ')
  mle           0.0026 0.0553
  pmi           -0.3173 -0.3173
  npmi          -0.0372 -0.0372
  chi2          151.1090 151.1090
  chi2_ns       151.4041 151.4041
  cramersv      0.0046 0.0046
  cramersv_ns   0.0033 0.0033
  theil_u       0.9030 0.0416
  catcoocc_i    -0.2865 -0.0132
  catcoocc_ii   -47.9481 -47.9481
-- ('T', 'aɪ')
  mle           0.0114 0.0543
  pmi           -0.1484 -0.1484
  npmi          -0.0205 -0.0205
  chi2          119.1453 119.1453
  chi2_ns       119.2944 119.2944
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.6811 0.0204
  catcoocc_i    -0.1011 -0.0030
  catcoocc_ii   -17.6801 -17.6801
-- ('T', 'aʊ')
  mle           0.0039 0.0633
  pmi           0.0047 0.0047
  npmi          0.0006 0.0006
  chi2          0.0363 0.0363
  chi2_ns       0.0412 0.0412
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.8804 0.0374
  catcoocc_i    0.0042 0.0002
  catcoocc_ii   0.0002 0.0002
-- ('T', 'b')
  mle           0.0166 0.0439
  pmi           -0.3606 -0.3606
  npmi          -0.0525 -0.0525
  chi2          1047.1116 1047.1116
  chi2_ns       1047.4425 1047.4425
  cramersv      0.0122 0.0122
  cramersv_ns   0.0087 0.0087
  theil_u       0.4963 -0.0013
  catcoocc_i    -0.1790 0.0005
  catcoocc_ii   -377.6382 -377.6382
-- ('T', 'd')
  mle           0.0245 0.0417
  pmi           -0.4137 -0.4137
  npmi          -0.0639 -0.0639
  chi2          2072.7992 2072.7992
  chi2_ns       2073.1747 2073.1747
  cramersv      0.0172 0.0172
  cramersv_ns   0.0122 0.0122
  theil_u       0.3049 0.0025
  catcoocc_i    -0.1262 -0.0010
  catcoocc_ii   -857.5972 -857.5972
-- ('T', 'dʒ')
  mle           0.0052 0.0450
  pmi           -0.3370 -0.3370
  npmi          -0.0420 -0.0420
  chi2          279.8805 279.8805
  chi2_ns       280.1880 280.1880
  cramersv      0.0063 0.0063
  cramersv_ns   0.0045 0.0045
  theil_u       0.8021 0.0235
  catcoocc_i    -0.2703 -0.0079
  catcoocc_ii   -94.3259 -94.3259
-- ('T', 'eɪ')
  mle           0.0186 0.0739
  pmi           0.1588 0.1588
  npmi          0.0235 0.0235
  chi2          224.5162 224.5162
  chi2_ns       224.7028 224.7028
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.6299 0.0171
  catcoocc_i    0.1000 0.0027
  catcoocc_ii   35.6444 35.6444
-- ('T', 'f')
  mle           0.0127 0.0491
  pmi           -0.2489 -0.2489
  npmi          -0.0349 -0.0349
  chi2          376.2483 376.2483
  chi2_ns       376.4874 376.4874
  cramersv      0.0073 0.0073
  cramersv_ns   0.0052 0.0052
  theil_u       0.6240 0.0162
  catcoocc_i    -0.1553 -0.0040
  catcoocc_ii   -93.6550 -93.6550
-- ('T', 'h')
  mle           0.0069 0.0428
  pmi           -0.3866 -0.3866
  npmi          -0.0499 -0.0499
  chi2          495.2142 495.2142
  chi2_ns       495.5599 495.5599
  cramersv      0.0084 0.0084
  cramersv_ns   0.0059 0.0059
  theil_u       0.7388 0.0183
  catcoocc_i    -0.2856 -0.0071
  catcoocc_ii   -191.4536 -191.4536
-- ('T', 'i')
  mle           0.0314 0.0512
  pmi           -0.2084 -0.2084
  npmi          -0.0335 -0.0335
  chi2          668.7940 668.7940
  chi2_ns       669.0028 669.0028
  cramersv      0.0098 0.0098
  cramersv_ns   0.0069 0.0069
  theil_u       0.2857 0.0011
  catcoocc_i    -0.0595 -0.0002
  catcoocc_ii   -139.3478 -139.3478
-- ('T', 'j')
  mle           0.0046 0.0503
  pmi           -0.2265 -0.2265
  npmi          -0.0278 -0.0278
  chi2          112.2636 112.2636
  chi2_ns       112.4811 112.4811
  cramersv      0.0040 0.0040
  cramersv_ns   0.0028 0.0028
  theil_u       0.8358 0.0269
  catcoocc_i    -0.1893 -0.0061
  catcoocc_ii   -25.4322 -25.4322
-- ('T', 'k')
  mle           0.0407 0.0520
  pmi           -0.1932 -0.1932
  npmi          -0.0324 -0.0324
  chi2          753.0920 753.0920
  chi2_ns       753.2893 753.2893
  cramersv      0.0104 0.0104
  cramersv_ns   0.0073 0.0073
  theil_u       0.1531 0.0012
  catcoocc_i    -0.0296 -0.0002
  catcoocc_ii   -145.5069 -145.5069
-- ('T', 'l')
  mle           0.0427 0.0473
  pmi           -0.2863 -0.2863
  npmi          -0.0484 -0.0484
  chi2          1753.3927 1753.3927
  chi2_ns       1753.6744 1753.6744
  cramersv      0.0158 0.0158
  cramersv_ns   0.0112 0.0112
  theil_u       0.0682 0.0036
  catcoocc_i    -0.0195 -0.0010
  catcoocc_ii   -502.0592 -502.0592
-- ('T', 'm')
  mle           0.0272 0.0506
  pmi           -0.2192 -0.2192
  npmi          -0.0344 -0.0344
  chi2          637.9799 637.9799
  chi2_ns       638.1974 638.1974
  cramersv      0.0096 0.0096
  cramersv_ns   0.0068 0.0068
  theil_u       0.3476 0.0028
  catcoocc_i    -0.0762 -0.0006
  catcoocc_ii   -139.8537 -139.8537
-- ('T', 'n')
  mle           0.0702 0.0602
  pmi           -0.0464 -0.0464
  npmi          -0.0086 -0.0086
  chi2          76.5679 76.5679
  chi2_ns       76.6201 76.6201
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0057 0.1036
  catcoocc_i    -0.0003 -0.0048
  catcoocc_ii   -3.5520 -3.5520
-- ('T', 'oʊ')
  mle           0.0158 0.0487
  pmi           -0.2581 -0.2581
  npmi          -0.0373 -0.0373
  chi2          505.7463 505.7463
  chi2_ns       505.9941 505.9941
  cramersv      0.0085 0.0085
  cramersv_ns   0.0060 0.0060
  theil_u       0.5527 0.0104
  catcoocc_i    -0.1427 -0.0027
  catcoocc_ii   -130.5260 -130.5260
-- ('T', 'p')
  mle           0.0218 0.0590
  pmi           -0.0654 -0.0654
  npmi          -0.0099 -0.0099
  chi2          44.7386 44.7386
  chi2_ns       44.8077 44.8077
  cramersv      0.0025 0.0025
  cramersv_ns   0.0018 0.0018
  theil_u       0.5026 0.0000
  catcoocc_i    -0.0329 -0.0000
  catcoocc_ii   -2.9261 -2.9261
-- ('T', 's')
  mle           0.0689 0.0738
  pmi           0.1573 0.1573
  npmi          0.0289 0.0289
  chi2          852.8217 852.8217
  chi2_ns       853.0149 853.0149
  cramersv      0.0110 0.0110
  cramersv_ns   0.0078 0.0078
  theil_u       0.0452 0.0042
  catcoocc_i    0.0071 0.0007
  catcoocc_ii   134.1613 134.1613
-- ('T', 't')
  mle           0.1455 0.1552
  pmi           0.9009 0.9009
  npmi          0.1920 0.1920
  chi2          63038.3074 63038.3074
  chi2_ns       63039.9656 63039.9656
  cramersv      0.0950 0.0950
  cramersv_ns   0.0672 0.0672
  theil_u       0.0430 0.0044
  catcoocc_i    0.0387 0.0039
  catcoocc_ii   56793.2386 56793.2386
-- ('T', 'tʃ')
  mle           0.0057 0.0614
  pmi           -0.0258 -0.0258
  npmi          -0.0033 -0.0033
  chi2          1.7554 1.7554
  chi2_ns       1.7827 1.7827
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.8333 0.0258
  catcoocc_i    -0.0215 -0.0007
  catcoocc_ii   -0.0454 -0.0454
-- ('T', 'u')
  mle           0.0097 0.0575
  pmi           -0.0922 -0.0922
  npmi          -0.0125 -0.0125
  chi2          39.0127 39.0127
  chi2_ns       39.1076 39.1076
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.7326 0.0202
  catcoocc_i    -0.0675 -0.0019
  catcoocc_ii   -3.5964 -3.5964
-- ('T', 'v')
  mle           0.0093 0.0468
  pmi           -0.2967 -0.2967
  npmi          -0.0399 -0.0399
  chi2          392.4911 392.4911
  chi2_ns       392.7685 392.7685
  cramersv      0.0075 0.0075
  cramersv_ns   0.0053 0.0053
  theil_u       0.6893 0.0213
  catcoocc_i    -0.2045 -0.0063
  catcoocc_ii   -116.4374 -116.4374
-- ('T', 'w')
  mle           0.0086 0.0551
  pmi           -0.1348 -0.1348
  npmi          -0.0179 -0.0179
  chi2          74.4466 74.4466
  chi2_ns       74.5824 74.5824
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.7467 0.0186
  catcoocc_i    -0.1006 -0.0025
  catcoocc_ii   -10.0327 -10.0327
-- ('T', 'z')
  mle           0.0214 0.0425
  pmi           -0.3945 -0.3945
  npmi          -0.0597 -0.0597
  chi2          1635.5021 1635.5021
  chi2_ns       1635.8615 1635.8615
  cramersv      0.0153 0.0153
  cramersv_ns   0.0108 0.0108
  theil_u       0.3795 0.0031
  catcoocc_i    -0.1497 -0.0012
  catcoocc_ii   -645.2538 -645.2538
-- ('T', 'æ')
  mle           0.0258 0.0650
  pmi           0.0307 0.0307
  npmi          0.0048 0.0048
  chi2          11.7105 11.7105
  chi2_ns       11.7446 11.7446
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.4785 -0.0022
  catcoocc_i    0.0147 -0.0001
  catcoocc_ii   0.3600 0.3600
-- ('T', 'ð')
  mle           0.0015 0.1386
  pmi           0.7882 0.7882
  npmi          0.0853 0.0853
  chi2          469.5797 469.5797
  chi2_ns       470.8598 470.8598
  cramersv      0.0082 0.0082
  cramersv_ns   0.0058 0.0058
  theil_u       0.9712 0.0768
  catcoocc_i    0.7655 0.0606
  catcoocc_ii   370.1285 370.1285
-- ('T', 'ŋ')
  mle           0.0091 0.0468
  pmi           -0.2975 -0.2975
  npmi          -0.0399 -0.0399
  chi2          385.9384 385.9384
  chi2_ns       386.2165 386.2165
  cramersv      0.0074 0.0074
  cramersv_ns   0.0052 0.0052
  theil_u       0.6961 0.0218
  catcoocc_i    -0.2071 -0.0065
  catcoocc_ii   -114.8292 -114.8292
-- ('T', 'ɑ')
  mle           0.0253 0.0567
  pmi           -0.1055 -0.1055
  npmi          -0.0164 -0.0164
  chi2          136.1843 136.1843
  chi2_ns       136.2943 136.2943
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.4333 0.0028
  catcoocc_i    -0.0457 -0.0003
  catcoocc_ii   -14.3730 -14.3730
-- ('T', 'ɔ')
  mle           0.0119 0.0573
  pmi           -0.0945 -0.0945
  npmi          -0.0131 -0.0131
  chi2          50.4703 50.4703
  chi2_ns       50.5678 50.5678
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.6844 0.0204
  catcoocc_i    -0.0647 -0.0019
  catcoocc_ii   -4.7706 -4.7706
-- ('T', 'ɔɪ')
  mle           0.0011 0.0533
  pmi           -0.1683 -0.1683
  npmi          -0.0176 -0.0176
  chi2          14.6445 14.6445
  chi2_ns       14.8096 14.8096
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.9521 0.0404
  catcoocc_i    -0.1603 -0.0068
  catcoocc_ii   -2.4649 -2.4649
-- ('T', 'ɛ')
  mle           0.0355 0.0696
  pmi           0.0985 0.0985
  npmi          0.0161 0.0161
  chi2          167.2688 167.2688
  chi2_ns       167.3829 167.3829
  cramersv      0.0049 0.0049
  cramersv_ns   0.0034 0.0034
  theil_u       0.3720 0.0026
  catcoocc_i    0.0367 0.0003
  catcoocc_ii   16.4785 16.4785
-- ('T', 'ɝ')
  mle           0.0313 0.0569
  pmi           -0.1018 -0.1018
  npmi          -0.0163 -0.0163
  chi2          157.7793 157.7793
  chi2_ns       157.8863 157.8863
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.3376 0.0030
  catcoocc_i    -0.0344 -0.0003
  catcoocc_ii   -16.0562 -16.0562
-- ('T', 'ɡ')
  mle           0.0097 0.0405
  pmi           -0.4419 -0.4419
  npmi          -0.0597 -0.0597
  chi2          917.4049 917.4049
  chi2_ns       917.7919 917.7919
  cramersv      0.0115 0.0115
  cramersv_ns   0.0081 0.0081
  theil_u       0.6422 0.0172
  catcoocc_i    -0.2838 -0.0076
  catcoocc_ii   -405.3736 -405.3736
-- ('T', 'ɪ')
  mle           0.0658 0.0667
  pmi           0.0568 0.0568
  npmi          0.0104 0.0104
  chi2          106.1164 106.1164
  chi2_ns       106.1829 106.1829
  cramersv      0.0039 0.0039
  cramersv_ns   0.0027 0.0027
  theil_u       0.0113 0.0027
  catcoocc_i    0.0006 0.0002
  catcoocc_ii   6.0256 6.0256
-- ('T', 'ɹ')
  mle           0.0500 0.0588
  pmi           -0.0694 -0.0694
  npmi          -0.0120 -0.0120
  chi2          119.3775 119.3775
  chi2_ns       119.4531 119.4531
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.1037 0.0037
  catcoocc_i    -0.0072 -0.0003
  catcoocc_ii   -8.2842 -8.2842
-- ('T', 'ʃ')
  mle           0.0117 0.0635
  pmi           0.0075 0.0075
  npmi          0.0010 0.0010
  chi2          0.3076 0.3076
  chi2_ns       0.3157 0.3157
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.7103 0.0231
  catcoocc_i    0.0054 0.0002
  catcoocc_ii   0.0023 0.0023
-- ('T', 'ʊ')
  mle           0.0016 0.0384
  pmi           -0.4951 -0.4951
  npmi          -0.0537 -0.0537
  chi2          185.3826 185.3826
  chi2_ns       185.8003 185.8003
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.9152 0.0362
  catcoocc_i    -0.4532 -0.0179
  catcoocc_ii   -91.7880 -91.7880
-- ('T', 'ʌ')
  mle           0.0879 0.0646
  pmi           0.0253 0.0253
  npmi          0.0049 0.0049
  chi2          28.8872 28.8872
  chi2_ns       28.9171 28.9171
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0038 0.1955
  catcoocc_i    0.0001 0.0049
  catcoocc_ii   0.7311 0.7311
-- ('T', 'ʒ')
  mle           0.0003 0.0273
  pmi           -0.8378 -0.8378
  npmi          -0.0770 -0.0770
  chi2          103.4831 103.4831
  chi2_ns       104.0881 104.0881
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.9725 0.0807
  catcoocc_i    -0.8148 -0.0676
  catcoocc_ii   -86.7001 -86.7001
-- ('T', 'θ')
  mle           0.0083 0.1480
  pmi           0.8538 0.8538
  npmi          0.1131 0.1131
  chi2          3045.8576 3045.8576
  chi2_ns       3047.3018 3047.3018
  cramersv      0.0209 0.0209
  cramersv_ns   0.0148 0.0148
  theil_u       0.8866 0.0354
  catcoocc_i    0.7570 0.0303
  catcoocc_ii   2600.6101 2600.6101
-- ('U', 'aɪ')
  mle           0.0068 0.0153
  pmi           -0.6569 -0.6569
  npmi          -0.0772 -0.0772
  chi2          655.6388 655.6388
  chi2_ns       656.1415 656.1415
  cramersv      0.0097 0.0097
  cramersv_ns   0.0068 0.0068
  theil_u       0.4317 -0.0018
  catcoocc_i    -0.2836 0.0012
  catcoocc_ii   -430.6971 -430.6971
-- ('U', 'aʊ')
  mle           0.0129 0.0981
  pmi           1.2032 1.2032
  npmi          0.1528 0.1528
  chi2          4476.9091 4476.9091
  chi2_ns       4479.3198 4479.3198
  cramersv      0.0253 0.0253
  cramersv_ns   0.0179 0.0179
  theil_u       0.7807 0.0250
  catcoocc_i    0.9394 0.0301
  catcoocc_ii   5386.7677 5386.7677
-- ('U', 'b')
  mle           0.0302 0.0375
  pmi           0.2413 0.2413
  npmi          0.0343 0.0343
  chi2          383.4498 383.4498
  chi2_ns       383.7378 383.7378
  cramersv      0.0074 0.0074
  cramersv_ns   0.0052 0.0052
  theil_u       0.1349 -0.0014
  catcoocc_i    0.0325 -0.0003
  catcoocc_ii   92.5138 92.5138
-- ('U', 'd')
  mle           0.0369 0.0294
  pmi           -0.0025 -0.0025
  npmi          -0.0004 -0.0004
  chi2          0.0499 0.0499
  chi2_ns       0.0526 0.0526
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0046 0.1518
  catcoocc_i    -0.0000 -0.0004
  catcoocc_ii   -0.0001 -0.0001
-- ('U', 'dʒ')
  mle           0.0075 0.0303
  pmi           0.0300 0.0300
  npmi          0.0036 0.0036
  chi2          1.3991 1.3991
  chi2_ns       1.4305 1.4305
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.6383 0.0180
  catcoocc_i    0.0191 0.0005
  catcoocc_ii   0.0420 0.0420
-- ('U', 'eɪ')
  mle           0.0106 0.0196
  pmi           -0.4088 -0.4088
  npmi          -0.0506 -0.0506
  chi2          385.0917 385.0917
  chi2_ns       385.4429 385.4429
  cramersv      0.0074 0.0074
  cramersv_ns   0.0052 0.0052
  theil_u       0.3478 0.0010
  catcoocc_i    -0.1422 -0.0004
  catcoocc_ii   -157.4064 -157.4064
-- ('U', 'f')
  mle           0.0158 0.0286
  pmi           -0.0293 -0.0293
  npmi          -0.0038 -0.0038
  chi2          2.8847 2.8847
  chi2_ns       2.9148 2.9148
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.3379 0.0000
  catcoocc_i    -0.0099 -0.0000
  catcoocc_ii   -0.0845 -0.0845
-- ('U', 'h')
  mle           0.0096 0.0279
  pmi           -0.0540 -0.0540
  npmi          -0.0066 -0.0066
  chi2          5.9552 5.9552
  chi2_ns       6.0098 6.0098
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.5301 0.0040
  catcoocc_i    -0.0286 -0.0002
  catcoocc_ii   -0.3216 -0.3216
-- ('U', 'i')
  mle           0.0309 0.0235
  pmi           -0.2257 -0.2257
  npmi          -0.0322 -0.0322
  chi2          348.0370 348.0370
  chi2_ns       348.2535 348.2535
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.0033 0.1790
  catcoocc_i    -0.0007 -0.0404
  catcoocc_ii   -78.5536 -78.5536
-- ('U', 'j')
  mle           0.0187 0.0948
  pmi           1.1693 1.1693
  npmi          0.1558 0.1558
  chi2          6080.9095 6080.9095
  chi2_ns       6083.2095 6083.2095
  cramersv      0.0295 0.0295
  cramersv_ns   0.0209 0.0209
  theil_u       0.6990 0.0232
  catcoocc_i    0.8173 0.0271
  catcoocc_ii   7110.1508 7110.1508
-- ('U', 'k')
  mle           0.0516 0.0308
  pmi           0.0435 0.0435
  npmi          0.0067 0.0067
  chi2          21.7377 21.7377
  chi2_ns       21.7859 21.7859
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.0100 0.3126
  catcoocc_i    0.0004 0.0136
  catcoocc_ii   0.9461 0.9461
-- ('U', 'l')
  mle           0.0535 0.0277
  pmi           -0.0605 -0.0605
  npmi          -0.0094 -0.0094
  chi2          43.8957 43.8957
  chi2_ns       43.9598 43.9598
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.0071 0.3812
  catcoocc_i    -0.0004 -0.0231
  catcoocc_ii   -2.6552 -2.6552
-- ('U', 'm')
  mle           0.0324 0.0281
  pmi           -0.0454 -0.0454
  npmi          -0.0065 -0.0065
  chi2          14.5899 14.5899
  chi2_ns       14.6372 14.6372
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.0045 0.0961
  catcoocc_i    -0.0002 -0.0044
  catcoocc_ii   -0.6624 -0.6624
-- ('U', 'n')
  mle           0.0665 0.0266
  pmi           -0.1002 -0.1002
  npmi          -0.0161 -0.0161
  chi2          152.7513 152.7513
  chi2_ns       152.8573 152.8573
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0093 0.4914
  catcoocc_i    -0.0009 -0.0492
  catcoocc_ii   -15.3034 -15.3034
-- ('U', 'oʊ')
  mle           0.0146 0.0211
  pmi           -0.3347 -0.3347
  npmi          -0.0432 -0.0432
  chi2          356.6068 356.6068
  chi2_ns       356.9059 356.9059
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.2225 -0.0024
  catcoocc_i    -0.0745 0.0008
  catcoocc_ii   -119.3553 -119.3553
-- ('U', 'p')
  mle           0.0216 0.0273
  pmi           -0.0754 -0.0754
  npmi          -0.0102 -0.0102
  chi2          26.5481 26.5481
  chi2_ns       26.6247 26.6247
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.1464 -0.0027
  catcoocc_i    -0.0110 0.0002
  catcoocc_ii   -2.0027 -2.0027
-- ('U', 's')
  mle           0.0626 0.0313
  pmi           0.0617 0.0617
  npmi          0.0098 0.0098
  chi2          53.6294 53.6294
  chi2_ns       53.6991 53.6991
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       -0.0011 0.3975
  catcoocc_i    -0.0001 0.0245
  catcoocc_ii   3.3089 3.3089
-- ('U', 't')
  mle           0.0587 0.0292
  pmi           -0.0072 -0.0072
  npmi          -0.0011 -0.0011
  chi2          0.6720 0.6720
  chi2_ns       0.6798 0.6798
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0007 0.3992
  catcoocc_i    -0.0000 -0.0029
  catcoocc_ii   -0.0048 -0.0048
-- ('U', 'tʃ')
  mle           0.0082 0.0416
  pmi           0.3457 0.3457
  npmi          0.0415 0.0415
  chi2          210.3865 210.3865
  chi2_ns       210.8143 210.8143
  cramersv      0.0055 0.0055
  cramersv_ns   0.0039 0.0039
  theil_u       0.6955 0.0229
  catcoocc_i    0.2404 0.0079
  catcoocc_ii   72.7366 72.7366
-- ('U', 'u')
  mle           0.0420 0.1165
  pmi           1.3748 1.3748
  npmi          0.2053 0.2053
  chi2          19848.8800 19848.8800
  chi2_ns       19851.9564 19851.9564
  cramersv      0.0533 0.0533
  cramersv_ns   0.0377 0.0377
  theil_u       0.5181 0.0035
  catcoocc_i    0.7123 0.0049
  catcoocc_ii   27287.7707 27287.7707
-- ('U', 'v')
  mle           0.0079 0.0186
  pmi           -0.4573 -0.4573
  npmi          -0.0547 -0.0547
  chi2          361.8049 361.8049
  chi2_ns       362.1877 362.1877
  cramersv      0.0072 0.0072
  cramersv_ns   0.0051 0.0051
  theil_u       0.4476 -0.0011
  catcoocc_i    -0.2047 0.0005
  catcoocc_ii   -165.4651 -165.4651
-- ('U', 'w')
  mle           0.0117 0.0348
  pmi           0.1655 0.1655
  npmi          0.0208 0.0208
  chi2          68.4032 68.4032
  chi2_ns       68.5904 68.5904
  cramersv      0.0031 0.0031
  cramersv_ns   0.0022 0.0022
  theil_u       0.5422 0.0048
  catcoocc_i    0.0898 0.0008
  catcoocc_ii   11.3229 11.3229
-- ('U', 'z')
  mle           0.0280 0.0259
  pmi           -0.1268 -0.1268
  npmi          -0.0179 -0.0179
  chi2          98.3221 98.3221
  chi2_ns       98.4488 98.4488
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0076 0.0536
  catcoocc_i    -0.0010 -0.0068
  catcoocc_ii   -12.4656 -12.4656
-- ('U', 'æ')
  mle           0.0130 0.0153
  pmi           -0.6555 -0.6555
  npmi          -0.0833 -0.0833
  chi2          1256.3901 1256.3901
  chi2_ns       1256.8982 1256.8982
  cramersv      0.0134 0.0134
  cramersv_ns   0.0095 0.0095
  theil_u       0.1047 0.0006
  catcoocc_i    -0.0686 -0.0004
  catcoocc_ii   -823.5618 -823.5618
-- ('U', 'ð')
  mle           0.0004 0.0154
  pmi           -0.6466 -0.6466
  npmi          -0.0565 -0.0565
  chi2          32.9892 32.9892
  chi2_ns       33.4784 33.4784
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.9447 0.0598
  catcoocc_i    -0.6109 -0.0387
  catcoocc_ii   -21.3325 -21.3325
-- ('U', 'ŋ')
  mle           0.0110 0.0265
  pmi           -0.1047 -0.1047
  npmi          -0.0130 -0.0130
  chi2          25.9012 25.9012
  chi2_ns       26.0049 26.0049
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.4583 -0.0015
  catcoocc_i    -0.0480 0.0002
  catcoocc_ii   -2.7125 -2.7125
-- ('U', 'ɑ')
  mle           0.0165 0.0172
  pmi           -0.5351 -0.5351
  npmi          -0.0701 -0.0701
  chi2          1051.9730 1051.9730
  chi2_ns       1052.4123 1052.4123
  cramersv      0.0123 0.0123
  cramersv_ns   0.0087 0.0087
  theil_u       0.0328 0.0047
  catcoocc_i    -0.0175 -0.0025
  catcoocc_ii   -562.9435 -562.9435
-- ('U', 'ɔ')
  mle           0.0136 0.0307
  pmi           0.0412 0.0412
  npmi          0.0053 0.0053
  chi2          4.9191 4.9191
  chi2_ns       4.9629 4.9629
  cramersv      0.0007 0.0007
  cramersv_ns   0.0005 0.0005
  theil_u       0.4369 -0.0008
  catcoocc_i    0.0180 -0.0000
  catcoocc_ii   0.2027 0.2027
-- ('U', 'ɔɪ')
  mle           0.0010 0.0220
  pmi           -0.2895 -0.2895
  npmi          -0.0277 -0.0277
  chi2          17.3284 17.3284
  chi2_ns       17.5868 17.5868
  cramersv      0.0015 0.0015
  cramersv_ns   0.0011 0.0011
  theil_u       0.9092 0.0371
  catcoocc_i    -0.2632 -0.0107
  catcoocc_ii   -5.0163 -5.0163
-- ('U', 'ɛ')
  mle           0.0172 0.0158
  pmi           -0.6246 -0.6246
  npmi          -0.0823 -0.0823
  chi2          1519.6428 1519.6428
  chi2_ns       1520.1373 1520.1373
  cramersv      0.0147 0.0147
  cramersv_ns   0.0104 0.0104
  theil_u       0.0060 0.0628
  catcoocc_i    -0.0037 -0.0392
  catcoocc_ii   -949.2168 -949.2168
-- ('U', 'ɝ')
  mle           0.0388 0.0329
  pmi           0.1122 0.1122
  npmi          0.0166 0.0166
  chi2          107.1851 107.1851
  chi2_ns       107.3119 107.3119
  cramersv      0.0039 0.0039
  cramersv_ns   0.0027 0.0027
  theil_u       0.0067 0.1112
  catcoocc_i    0.0008 0.0125
  catcoocc_ii   12.0293 12.0293
-- ('U', 'ɡ')
  mle           0.0170 0.0332
  pmi           0.1198 0.1198
  npmi          0.0158 0.0158
  chi2          52.4077 52.4077
  chi2_ns       52.5408 52.5408
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.3697 0.0003
  catcoocc_i    0.0443 0.0000
  catcoocc_ii   6.2769 6.2769
-- ('U', 'ɪ')
  mle           0.0466 0.0221
  pmi           -0.2878 -0.2878
  npmi          -0.0437 -0.0437
  chi2          877.4128 877.4128
  chi2_ns       877.6875 877.6875
  cramersv      0.0112 0.0112
  cramersv_ns   0.0079 0.0079
  theil_u       0.0108 0.4216
  catcoocc_i    -0.0031 -0.1213
  catcoocc_ii   -252.5343 -252.5343
-- ('U', 'ɹ')
  mle           0.0455 0.0250
  pmi           -0.1641 -0.1641
  npmi          -0.0248 -0.0248
  chi2          274.3174 274.3174
  chi2_ns       274.4821 274.4821
  cramersv      0.0063 0.0063
  cramersv_ns   0.0044 0.0044
  theil_u       -0.0004 0.3537
  catcoocc_i    0.0001 -0.0580
  catcoocc_ii   -45.0055 -45.0055
-- ('U', 'ʃ')
  mle           0.0107 0.0271
  pmi           -0.0826 -0.0826
  npmi          -0.0102 -0.0102
  chi2          15.5155 15.5155
  chi2_ns       15.5981 15.5981
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.4818 -0.0017
  catcoocc_i    -0.0398 0.0001
  catcoocc_ii   -1.2813 -1.2813
-- ('U', 'ʊ')
  mle           0.0074 0.0841
  pmi           1.0497 1.0497
  npmi          0.1245 0.1245
  chi2          1893.2204 1893.2204
  chi2_ns       1895.1381 1895.1381
  cramersv      0.0165 0.0165
  cramersv_ns   0.0116 0.0116
  theil_u       0.8421 0.0230
  catcoocc_i    0.8840 0.0241
  catcoocc_ii   1987.4004 1987.4004
-- ('U', 'ʌ')
  mle           0.1177 0.0404
  pmi           0.3170 0.3170
  npmi          0.0560 0.0560
  chi2          2762.5307 2762.5307
  chi2_ns       2762.9511 2762.9511
  cramersv      0.0199 0.0199
  cramersv_ns   0.0141 0.0141
  theil_u       0.0177 0.5477
  catcoocc_i    0.0056 0.1736
  catcoocc_ii   875.7984 875.7984
-- ('U', 'ʒ')
  mle           0.0013 0.0545
  pmi           0.6162 0.6162
  npmi          0.0605 0.0605
  chi2          104.9843 104.9843
  chi2_ns       105.8609 105.8609
  cramersv      0.0039 0.0039
  cramersv_ns   0.0027 0.0027
  theil_u       0.9470 0.0645
  catcoocc_i    0.5836 0.0397
  catcoocc_ii   64.6922 64.6922
-- ('U', 'θ')
  mle           0.0033 0.0275
  pmi           -0.0678 -0.0678
  npmi          -0.0073 -0.0073
  chi2          3.1843 3.1843
  chi2_ns       3.2518 3.2518
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.7925 0.0289
  catcoocc_i    -0.0538 -0.0020
  catcoocc_ii   -0.2160 -0.2160
-- ('V', 'aɪ')
  mle           0.0122 0.0100
  pmi           -0.0752 -0.0752
  npmi          -0.0084 -0.0084
  chi2          5.2767 5.2767
  chi2_ns       5.3506 5.3506
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0081 0.1314
  catcoocc_i    -0.0006 -0.0099
  catcoocc_ii   -0.3966 -0.3966
-- ('V', 'aʊ')
  mle           0.0012 0.0033
  pmi           -1.1915 -1.1915
  npmi          -0.1057 -0.1057
  chi2          143.4325 143.4325
  chi2_ns       144.1383 144.1383
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.5190 0.0089
  catcoocc_i    -0.6184 -0.0106
  catcoocc_ii   -170.9003 -170.9003
-- ('V', 'b')
  mle           0.0110 0.0050
  pmi           -0.7690 -0.7690
  npmi          -0.0851 -0.0851
  chi2          534.4863 534.4863
  chi2_ns       535.0418 535.0418
  cramersv      0.0087 0.0087
  cramersv_ns   0.0062 0.0062
  theil_u       0.0205 0.4326
  catcoocc_i    -0.0158 -0.3326
  catcoocc_ii   -410.9961 -410.9961
-- ('V', 'd')
  mle           0.0311 0.0091
  pmi           -0.1742 -0.1742
  npmi          -0.0218 -0.0218
  chi2          74.9479 74.9479
  chi2_ns       75.1157 75.1157
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0240 0.5964
  catcoocc_i    -0.0042 -0.1039
  catcoocc_ii   -13.0585 -13.0585
-- ('V', 'dʒ')
  mle           0.0051 0.0077
  pmi           -0.3457 -0.3457
  npmi          -0.0353 -0.0353
  chi2          47.2832 47.2832
  chi2_ns       47.5804 47.5804
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.2421 0.0028
  catcoocc_i    -0.0837 -0.0010
  catcoocc_ii   -16.3480 -16.3480
-- ('V', 'eɪ')
  mle           0.0195 0.0133
  pmi           0.2046 0.2046
  npmi          0.0242 0.0242
  chi2          63.4346 63.4346
  chi2_ns       63.6677 63.6677
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.0053 0.2400
  catcoocc_i    0.0011 0.0491
  catcoocc_ii   12.9804 12.9804
-- ('V', 'f')
  mle           0.0057 0.0038
  pmi           -1.0513 -1.0513
  npmi          -0.1084 -0.1084
  chi2          533.1017 533.1017
  chi2_ns       533.7700 533.7700
  cramersv      0.0087 0.0087
  cramersv_ns   0.0062 0.0062
  theil_u       0.0109 0.2509
  catcoocc_i    -0.0115 -0.2637
  catcoocc_ii   -560.4304 -560.4304
-- ('V', 'h')
  mle           0.0061 0.0065
  pmi           -0.5101 -0.5101
  npmi          -0.0530 -0.0530
  chi2          124.7964 124.7964
  chi2_ns       125.2041 125.2041
  cramersv      0.0042 0.0042
  cramersv_ns   0.0030 0.0030
  theil_u       0.0445 0.0054
  catcoocc_i    -0.0227 -0.0028
  catcoocc_ii   -63.6621 -63.6621
-- ('V', 'i')
  mle           0.0425 0.0119
  pmi           0.0931 0.0931
  npmi          0.0121 0.0121
  chi2          29.1833 29.1833
  chi2_ns       29.2858 29.2858
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0217 0.6110
  catcoocc_i    0.0020 0.0569
  catcoocc_ii   2.7167 2.7167
-- ('V', 'j')
  mle           0.0063 0.0118
  pmi           0.0854 0.0854
  npmi          0.0089 0.0089
  chi2          3.4508 3.4508
  chi2_ns       3.5409 3.5409
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.3558 0.0053
  catcoocc_i    0.0304 0.0005
  catcoocc_ii   0.2948 0.2948
-- ('V', 'k')
  mle           0.0340 0.0074
  pmi           -0.3749 -0.3749
  npmi          -0.0474 -0.0474
  chi2          387.7410 387.7410
  chi2_ns       388.0734 388.0734
  cramersv      0.0074 0.0074
  cramersv_ns   0.0053 0.0053
  theil_u       0.0348 0.6786
  catcoocc_i    -0.0131 -0.2544
  catcoocc_ii   -145.3669 -145.3669
-- ('V', 'l')
  mle           0.0550 0.0105
  pmi           -0.0321 -0.0321
  npmi          -0.0043 -0.0043
  chi2          4.5496 4.5496
  chi2_ns       4.5833 4.5833
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.0289 0.7124
  catcoocc_i    -0.0009 -0.0228
  catcoocc_ii   -0.1459 -0.1459
-- ('V', 'm')
  mle           0.0132 0.0042
  pmi           -0.9443 -0.9443
  npmi          -0.1066 -0.1066
  chi2          999.7392 999.7392
  chi2_ns       1000.3785 1000.3785
  cramersv      0.0120 0.0120
  cramersv_ns   0.0085 0.0085
  theil_u       0.0064 0.5671
  catcoocc_i    -0.0061 -0.5355
  catcoocc_ii   -944.0057 -944.0057
-- ('V', 'n')
  mle           0.0662 0.0097
  pmi           -0.1058 -0.1058
  npmi          -0.0146 -0.0146
  chi2          61.0345 61.0345
  chi2_ns       61.1440 61.1440
  cramersv      0.0029 0.0029
  cramersv_ns   0.0021 0.0021
  theil_u       0.0272 0.7661
  catcoocc_i    -0.0029 -0.0811
  catcoocc_ii   -6.4575 -6.4575
-- ('V', 'oʊ')
  mle           0.0263 0.0139
  pmi           0.2523 0.2523
  npmi          0.0309 0.0309
  chi2          130.7290 130.7290
  chi2_ns       131.0250 131.0250
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.0048 0.3665
  catcoocc_i    0.0012 0.0925
  catcoocc_ii   32.9828 32.9828
-- ('V', 'p')
  mle           0.0127 0.0059
  pmi           -0.6066 -0.6066
  npmi          -0.0682 -0.0682
  chi2          375.6987 375.6987
  chi2_ns       376.1693 376.1693
  cramersv      0.0073 0.0073
  cramersv_ns   0.0052 0.0052
  theil_u       0.0014 0.4244
  catcoocc_i    -0.0008 -0.2574
  catcoocc_ii   -227.8969 -227.8969
-- ('V', 's')
  mle           0.0463 0.0085
  pmi           -0.2415 -0.2415
  npmi          -0.0318 -0.0318
  chi2          219.9159 219.9159
  chi2_ns       220.1464 220.1464
  cramersv      0.0056 0.0056
  cramersv_ns   0.0040 0.0040
  theil_u       0.0239 0.7204
  catcoocc_i    -0.0058 -0.1740
  catcoocc_ii   -53.1161 -53.1161
-- ('V', 't')
  mle           0.0465 0.0085
  pmi           -0.2401 -0.2401
  npmi          -0.0316 -0.0316
  chi2          218.4145 218.4145
  chi2_ns       218.6438 218.6438
  cramersv      0.0056 0.0056
  cramersv_ns   0.0039 0.0039
  theil_u       0.0212 0.7213
  catcoocc_i    -0.0051 -0.1732
  catcoocc_ii   -52.4417 -52.4417
-- ('V', 'tʃ')
  mle           0.0048 0.0090
  pmi           -0.1886 -0.1886
  npmi          -0.0191 -0.0191
  chi2          12.9889 12.9889
  chi2_ns       13.1630 13.1630
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.3512 0.0038
  catcoocc_i    -0.0662 -0.0007
  catcoocc_ii   -2.4492 -2.4492
-- ('V', 'u')
  mle           0.0099 0.0101
  pmi           -0.0695 -0.0695
  npmi          -0.0076 -0.0076
  chi2          3.6266 3.6266
  chi2_ns       3.6948 3.6948
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.0162 0.0052
  catcoocc_i    -0.0011 -0.0004
  catcoocc_ii   -0.2519 -0.2519
-- ('V', 'v')
  mle           0.1471 0.1271
  pmi           2.4629 2.4629
  npmi          0.3823 0.3823
  chi2          111804.4863 111804.4863
  chi2_ns       111815.4798 111815.4798
  cramersv      0.1265 0.1265
  cramersv_ns   0.0895 0.0895
  theil_u       0.0062 0.0995
  catcoocc_i    0.0153 0.2450
  catcoocc_ii   275359.5678 275359.5678
-- ('V', 'w')
  mle           0.0043 0.0047
  pmi           -0.8330 -0.8330
  npmi          -0.0835 -0.0835
  chi2          243.3341 243.3341
  chi2_ns       243.9109 243.9109
  cramersv      0.0059 0.0059
  cramersv_ns   0.0042 0.0042
  theil_u       0.0620 0.0048
  catcoocc_i    -0.0517 -0.0040
  catcoocc_ii   -202.7071 -202.7071
-- ('V', 'z')
  mle           0.0294 0.0100
  pmi           -0.0760 -0.0760
  npmi          -0.0094 -0.0094
  chi2          13.3187 13.3187
  chi2_ns       13.3949 13.3949
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0128 0.5462
  catcoocc_i    -0.0010 -0.0415
  catcoocc_ii   -1.0116 -1.0116
-- ('V', 'æ')
  mle           0.0251 0.0109
  pmi           0.0026 0.0026
  npmi          0.0003 0.0003
  chi2          0.0109 0.0109
  chi2_ns       0.0135 0.0135
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0147 0.4551
  catcoocc_i    0.0000 0.0012
  catcoocc_ii   0.0000 0.0000
-- ('V', 'ð')
  mle           0.0001 0.0014
  pmi           -2.0174 -2.0174
  npmi          -0.1461 -0.1461
  chi2          39.1508 39.1508
  chi2_ns       40.0231 40.0231
  cramersv      0.0023 0.0023
  cramersv_ns   0.0017 0.0017
  theil_u       0.8728 0.0424
  catcoocc_i    -1.7608 -0.0855
  catcoocc_ii   -78.9829 -78.9829
-- ('V', 'ŋ')
  mle           0.0082 0.0073
  pmi           -0.3973 -0.3973
  npmi          -0.0426 -0.0426
  chi2          101.6590 101.6590
  chi2_ns       101.9943 101.9943
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.0069 0.0863
  catcoocc_i    -0.0028 -0.0343
  catcoocc_ii   -40.3918 -40.3918
-- ('V', 'ɑ')
  mle           0.0279 0.0107
  pmi           -0.0093 -0.0093
  npmi          -0.0012 -0.0012
  chi2          0.1816 0.1816
  chi2_ns       0.1911 0.1911
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0214 0.5020
  catcoocc_i    -0.0002 -0.0047
  catcoocc_ii   -0.0017 -0.0017
-- ('V', 'ɔ')
  mle           0.0069 0.0057
  pmi           -0.6335 -0.6335
  npmi          -0.0667 -0.0667
  chi2          222.2216 222.2216
  chi2_ns       222.7020 222.7020
  cramersv      0.0056 0.0056
  cramersv_ns   0.0040 0.0040
  theil_u       0.0065 0.1257
  catcoocc_i    -0.0041 -0.0796
  catcoocc_ii   -140.7751 -140.7751
-- ('V', 'ɔɪ')
  mle           0.0015 0.0127
  pmi           0.1567 0.1567
  npmi          0.0142 0.0142
  chi2          2.7188 2.7188
  chi2_ns       2.8879 2.8879
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.7947 0.0331
  catcoocc_i    0.1245 0.0052
  catcoocc_ii   0.4259 0.4259
-- ('V', 'ɛ')
  mle           0.0358 0.0120
  pmi           0.1071 0.1071
  npmi          0.0136 0.0136
  chi2          32.3246 32.3246
  chi2_ns       32.4425 32.4425
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.0197 0.5507
  catcoocc_i    0.0021 0.0590
  catcoocc_ii   3.4608 3.4608
-- ('V', 'ɝ')
  mle           0.0404 0.0126
  pmi           0.1520 0.1520
  npmi          0.0197 0.0197
  chi2          73.7784 73.7784
  chi2_ns       73.9502 73.9502
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.0138 0.5757
  catcoocc_i    0.0021 0.0875
  catcoocc_ii   11.2152 11.2152
-- ('V', 'ɡ')
  mle           0.0101 0.0072
  pmi           -0.4057 -0.4057
  npmi          -0.0445 -0.0445
  chi2          129.8546 129.8546
  chi2_ns       130.1967 130.1967
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.0080 0.2101
  catcoocc_i    -0.0033 -0.0852
  catcoocc_ii   -52.6878 -52.6878
-- ('V', 'ɪ')
  mle           0.0724 0.0126
  pmi           0.1526 0.1526
  npmi          0.0213 0.0213
  chi2          137.4334 137.4334
  chi2_ns       137.6111 137.6111
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.0132 0.7319
  catcoocc_i    0.0020 0.1117
  catcoocc_ii   20.9775 20.9775
-- ('V', 'ɹ')
  mle           0.0421 0.0085
  pmi           -0.2407 -0.2407
  npmi          -0.0313 -0.0313
  chi2          197.6015 197.6015
  chi2_ns       197.8299 197.8299
  cramersv      0.0053 0.0053
  cramersv_ns   0.0037 0.0037
  theil_u       0.0253 0.6988
  catcoocc_i    -0.0061 -0.1682
  catcoocc_ii   -47.5577 -47.5577
-- ('V', 'ʃ')
  mle           0.0064 0.0060
  pmi           -0.5886 -0.5886
  npmi          -0.0615 -0.0615
  chi2          176.7682 176.7682
  chi2_ns       177.2229 177.2229
  cramersv      0.0050 0.0050
  cramersv_ns   0.0035 0.0035
  theil_u       0.0052 0.0487
  catcoocc_i    -0.0031 -0.0287
  catcoocc_ii   -104.0403 -104.0403
-- ('V', 'ʊ')
  mle           0.0014 0.0058
  pmi           -0.6315 -0.6315
  npmi          -0.0568 -0.0568
  chi2          42.9797 42.9797
  chi2_ns       43.4530 43.4530
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.6488 0.0244
  catcoocc_i    -0.4097 -0.0154
  catcoocc_ii   -27.1418 -27.1418
-- ('V', 'ʌ')
  mle           0.0833 0.0105
  pmi           -0.0288 -0.0288
  npmi          -0.0041 -0.0041
  chi2          5.7583 5.7583
  chi2_ns       5.7897 5.7897
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0338 0.7930
  catcoocc_i    -0.0010 -0.0229
  catcoocc_ii   -0.1661 -0.1661
-- ('V', 'ʒ')
  mle           0.0012 0.0196
  pmi           0.5920 0.5920
  npmi          0.0528 0.0528
  chi2          33.4980 33.4980
  chi2_ns       34.3101 34.3101
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.8782 0.0520
  catcoocc_i    0.5199 0.0308
  catcoocc_ii   19.8303 19.8303
-- ('V', 'θ')
  mle           0.0009 0.0029
  pmi           -1.3308 -1.3308
  npmi          -0.1158 -0.1158
  chi2          146.8102 146.8102
  chi2_ns       147.5557 147.5557
  cramersv      0.0046 0.0046
  cramersv_ns   0.0032 0.0032
  theil_u       0.5447 0.0049
  catcoocc_i    -0.7249 -0.0066
  catcoocc_ii   -195.3795 -195.3795
-- ('W', 'aɪ')
  mle           0.0166 0.0122
  pmi           0.2314 0.2314
  npmi          0.0265 0.0265
  chi2          61.6896 61.6896
  chi2_ns       61.9557 61.9557
  cramersv      0.0029 0.0029
  cramersv_ns   0.0021 0.0021
  theil_u       0.0066 0.2000
  catcoocc_i    0.0015 0.0463
  catcoocc_ii   14.2730 14.2730
-- ('W', 'aʊ')
  mle           0.0166 0.0415
  pmi           1.4524 1.4524
  npmi          0.1663 0.1663
  chi2          2851.3049 2851.3049
  chi2_ns       2854.6224 2854.6224
  cramersv      0.0202 0.0202
  cramersv_ns   0.0143 0.0143
  theil_u       0.4826 -0.0108
  catcoocc_i    0.7009 -0.0156
  catcoocc_ii   4141.3452 4141.3452
-- ('W', 'b')
  mle           0.0179 0.0073
  pmi           -0.2831 -0.2831
  npmi          -0.0327 -0.0327
  chi2          100.9891 100.9891
  chi2_ns       101.2440 101.2440
  cramersv      0.0038 0.0038
  cramersv_ns   0.0027 0.0027
  theil_u       0.0264 0.4842
  catcoocc_i    -0.0075 -0.1371
  catcoocc_ii   -28.5918 -28.5918
-- ('W', 'd')
  mle           0.0429 0.0113
  pmi           0.1479 0.1479
  npmi          0.0190 0.0190
  chi2          66.7025 66.7025
  chi2_ns       66.8696 66.8696
  cramersv      0.0031 0.0031
  cramersv_ns   0.0022 0.0022
  theil_u       0.0247 0.6356
  catcoocc_i    0.0037 0.0940
  catcoocc_ii   9.8651 9.8651
-- ('W', 'dʒ')
  mle           0.0034 0.0045
  pmi           -0.7660 -0.7660
  npmi          -0.0742 -0.0742
  chi2          142.3205 142.3205
  chi2_ns       142.8643 142.8643
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.1847 -0.0028
  catcoocc_i    -0.1415 0.0022
  catcoocc_ii   -109.0184 -109.0184
-- ('W', 'eɪ')
  mle           0.0128 0.0078
  pmi           -0.2156 -0.2156
  npmi          -0.0240 -0.0240
  chi2          41.4212 41.4212
  chi2_ns       41.6200 41.6200
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0064 0.3030
  catcoocc_i    -0.0014 -0.0653
  catcoocc_ii   -8.9315 -8.9315
-- ('W', 'f')
  mle           0.0139 0.0083
  pmi           -0.1570 -0.1570
  npmi          -0.0176 -0.0176
  chi2          23.6963 23.6963
  chi2_ns       23.8452 23.8452
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.0157 0.3133
  catcoocc_i    -0.0025 -0.0492
  catcoocc_ii   -3.7193 -3.7193
-- ('W', 'h')
  mle           0.0155 0.0148
  pmi           0.4237 0.4237
  npmi          0.0482 0.0482
  chi2          195.0660 195.0660
  chi2_ns       195.6039 195.6039
  cramersv      0.0053 0.0053
  cramersv_ns   0.0037 0.0037
  theil_u       0.0071 0.0357
  catcoocc_i    0.0030 0.0151
  catcoocc_ii   82.6575 82.6575
-- ('W', 'i')
  mle           0.0318 0.0080
  pmi           -0.1964 -0.1964
  npmi          -0.0243 -0.0243
  chi2          87.4694 87.4694
  chi2_ns       87.6566 87.6566
  cramersv      0.0035 0.0035
  cramersv_ns   0.0025 0.0025
  theil_u       0.0228 0.6488
  catcoocc_i    -0.0045 -0.1274
  catcoocc_ii   -17.1804 -17.1804
-- ('W', 'j')
  mle           0.0051 0.0086
  pmi           -0.1240 -0.1240
  npmi          -0.0125 -0.0125
  chi2          5.3046 5.3046
  chi2_ns       5.4224 5.4224
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.3065 -0.0094
  catcoocc_i    -0.0380 0.0012
  catcoocc_ii   -0.6575 -0.6575
-- ('W', 'k')
  mle           0.0432 0.0085
  pmi           -0.1341 -0.1341
  npmi          -0.0172 -0.0172
  chi2          55.8980 55.8980
  chi2_ns       56.0313 56.0313
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.0373 0.7108
  catcoocc_i    -0.0050 -0.0953
  catcoocc_ii   -7.4969 -7.4969
-- ('W', 'l')
  mle           0.0593 0.0101
  pmi           0.0428 0.0428
  npmi          0.0057 0.0057
  chi2          7.8183 7.8183
  chi2_ns       7.8650 7.8650
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.0320 0.7416
  catcoocc_i    0.0014 0.0317
  catcoocc_ii   0.3342 0.3342
-- ('W', 'm')
  mle           0.0195 0.0056
  pmi           -0.5508 -0.5508
  npmi          -0.0643 -0.0643
  chi2          430.0675 430.0675
  chi2_ns       430.5100 430.5100
  cramersv      0.0078 0.0078
  cramersv_ns   0.0055 0.0055
  theil_u       0.0089 0.6084
  catcoocc_i    -0.0049 -0.3351
  catcoocc_ii   -236.8673 -236.8673
-- ('W', 'n')
  mle           0.0610 0.0081
  pmi           -0.1869 -0.1869
  npmi          -0.0251 -0.0251
  chi2          157.7364 157.7364
  chi2_ns       157.9221 157.9221
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0328 0.7906
  catcoocc_i    -0.0061 -0.1478
  catcoocc_ii   -29.4796 -29.4796
-- ('W', 'oʊ')
  mle           0.0245 0.0117
  pmi           0.1840 0.1840
  npmi          0.0221 0.0221
  chi2          57.9750 57.9750
  chi2_ns       58.1830 58.1830
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.0052 0.4223
  catcoocc_i    0.0010 0.0777
  catcoocc_ii   10.6688 10.6688
-- ('W', 'p')
  mle           0.0124 0.0052
  pmi           -0.6257 -0.6257
  npmi          -0.0693 -0.0693
  chi2          351.9515 351.9515
  chi2_ns       352.4322 352.4322
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.0010 0.4759
  catcoocc_i    -0.0006 -0.2978
  catcoocc_ii   -220.2010 -220.2010
-- ('W', 's')
  mle           0.0508 0.0084
  pmi           -0.1477 -0.1477
  npmi          -0.0194 -0.0194
  chi2          80.6121 80.6121
  chi2_ns       80.7594 80.7594
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.0285 0.7489
  catcoocc_i    -0.0042 -0.1106
  catcoocc_ii   -11.9061 -11.9061
-- ('W', 't')
  mle           0.0463 0.0076
  pmi           -0.2438 -0.2438
  npmi          -0.0316 -0.0316
  chi2          201.0837 201.0837
  chi2_ns       201.3159 201.3159
  cramersv      0.0054 0.0054
  cramersv_ns   0.0038 0.0038
  theil_u       0.0202 0.7495
  catcoocc_i    -0.0049 -0.1828
  catcoocc_ii   -49.0341 -49.0341
-- ('W', 'tʃ')
  mle           0.0058 0.0097
  pmi           -0.0029 -0.0029
  npmi          -0.0003 -0.0003
  chi2          0.0010 0.0010
  chi2_ns       0.0033 0.0033
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3026 -0.0102
  catcoocc_i    -0.0009 0.0000
  catcoocc_ii   -0.0000 -0.0000
-- ('W', 'u')
  mle           0.0153 0.0139
  pmi           0.3618 0.3618
  npmi          0.0410 0.0410
  chi2          139.2147 139.2147
  chi2_ns       139.6593 139.6593
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.0070 0.0657
  catcoocc_i    0.0025 0.0238
  catcoocc_ii   50.3681 50.3681
-- ('W', 'v')
  mle           0.0084 0.0065
  pmi           -0.4060 -0.4060
  npmi          -0.0431 -0.0431
  chi2          96.4043 96.4043
  chi2_ns       96.7452 96.7452
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0050 0.1692
  catcoocc_i    -0.0020 -0.0687
  catcoocc_ii   -39.1441 -39.1441
-- ('W', 'w')
  mle           0.1120 0.1099
  pmi           2.4263 2.4263
  npmi          0.3555 0.3555
  chi2          72774.5665 72774.5665
  chi2_ns       72785.0880 72785.0880
  cramersv      0.1021 0.1021
  cramersv_ns   0.0722 0.0722
  theil_u       0.0057 0.0173
  catcoocc_i    0.0138 0.0419
  catcoocc_ii   176571.2300 176571.2300
-- ('W', 'z')
  mle           0.0326 0.0100
  pmi           0.0284 0.0284
  npmi          0.0035 0.0035
  chi2          1.8265 1.8265
  chi2_ns       1.8564 1.8564
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       0.0207 0.5892
  catcoocc_i    0.0006 0.0167
  catcoocc_ii   0.0518 0.0518
-- ('W', 'æ')
  mle           0.0130 0.0050
  pmi           -0.6561 -0.6561
  npmi          -0.0731 -0.0731
  chi2          406.1720 406.1720
  chi2_ns       406.6702 406.6702
  cramersv      0.0076 0.0076
  cramersv_ns   0.0054 0.0054
  theil_u       0.0194 0.5048
  catcoocc_i    -0.0128 -0.3312
  catcoocc_ii   -266.5052 -266.5052
-- ('W', 'ð')
  mle           0.0018 0.0253
  pmi           0.9577 0.9577
  npmi          0.0875 0.0875
  chi2          121.3645 121.3645
  chi2_ns       122.9817 122.9817
  cramersv      0.0042 0.0042
  cramersv_ns   0.0029 0.0029
  theil_u       0.8648 0.0527
  catcoocc_i    0.8282 0.0505
  catcoocc_ii   116.2299 116.2299
-- ('W', 'ŋ')
  mle           0.0129 0.0102
  pmi           0.0535 0.0535
  npmi          0.0060 0.0060
  chi2          2.5065 2.5065
  chi2_ns       2.5623 2.5623
  cramersv      0.0005 0.0005
  cramersv_ns   0.0002 0.0002
  theil_u       0.0076 0.1569
  catcoocc_i    0.0004 0.0084
  catcoocc_ii   0.1340 0.1340
-- ('W', 'ɑ')
  mle           0.0218 0.0075
  pmi           -0.2535 -0.2535
  npmi          -0.0300 -0.0300
  chi2          99.0284 99.0284
  chi2_ns       99.2609 99.2609
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0281 0.5483
  catcoocc_i    -0.0071 -0.1390
  catcoocc_ii   -25.1010 -25.1010
-- ('W', 'ɔ')
  mle           0.0303 0.0225
  pmi           0.8419 0.8419
  npmi          0.1035 0.1035
  chi2          1578.9834 1578.9834
  chi2_ns       1580.3344 1580.3344
  cramersv      0.0150 0.0150
  cramersv_ns   0.0106 0.0106
  theil_u       0.0067 0.1948
  catcoocc_i    0.0056 0.1640
  catcoocc_ii   1329.2962 1329.2962
-- ('W', 'ɔɪ')
  mle           0.0008 0.0059
  pmi           -0.4991 -0.4991
  npmi          -0.0424 -0.0424
  chi2          13.4927 13.4927
  chi2_ns       13.8871 13.8871
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.7796 0.0333
  catcoocc_i    -0.3891 -0.0166
  catcoocc_ii   -6.7345 -6.7345
-- ('W', 'ɛ')
  mle           0.0284 0.0086
  pmi           -0.1240 -0.1240
  npmi          -0.0151 -0.0151
  chi2          30.8306 30.8306
  chi2_ns       30.9522 30.9522
  cramersv      0.0021 0.0021
  cramersv_ns   0.0014 0.0014
  theil_u       0.0182 0.5935
  catcoocc_i    -0.0023 -0.0736
  catcoocc_ii   -3.8228 -3.8228
-- ('W', 'ɝ')
  mle           0.0434 0.0122
  pmi           0.2255 0.2255
  npmi          0.0290 0.0290
  chi2          156.9411 156.9411
  chi2_ns       157.2055 157.2055
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0188 0.6162
  catcoocc_i    0.0042 0.1389
  catcoocc_ii   35.3836 35.3836
-- ('W', 'ɡ')
  mle           0.0117 0.0075
  pmi           -0.2582 -0.2582
  npmi          -0.0284 -0.0284
  chi2          54.0708 54.0708
  chi2_ns       54.3039 54.3039
  cramersv      0.0028 0.0028
  cramersv_ns   0.0019 0.0019
  theil_u       0.0112 0.2745
  catcoocc_i    -0.0029 -0.0709
  catcoocc_ii   -13.9617 -13.9617
-- ('W', 'ɪ')
  mle           0.0553 0.0086
  pmi           -0.1170 -0.1170
  npmi          -0.0155 -0.0155
  chi2          55.1098 55.1098
  chi2_ns       55.2286 55.2286
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.0162 0.7593
  catcoocc_i    -0.0019 -0.0888
  catcoocc_ii   -6.4452 -6.4452
-- ('W', 'ɹ')
  mle           0.0406 0.0074
  pmi           -0.2767 -0.2767
  npmi          -0.0353 -0.0353
  chi2          226.0292 226.0292
  chi2_ns       226.2870 226.2870
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.0277 0.7293
  catcoocc_i    -0.0077 -0.2018
  catcoocc_ii   -62.5366 -62.5366
-- ('W', 'ʃ')
  mle           0.0093 0.0078
  pmi           -0.2250 -0.2250
  npmi          -0.0241 -0.0241
  chi2          32.3639 32.3639
  chi2_ns       32.5695 32.5695
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.0073 0.1210
  catcoocc_i    -0.0016 -0.0272
  catcoocc_ii   -7.2823 -7.2823
-- ('W', 'ʊ')
  mle           0.0071 0.0267
  pmi           1.0109 1.0109
  npmi          0.1055 0.1055
  chi2          540.8230 540.8230
  chi2_ns       542.5913 542.5913
  cramersv      0.0088 0.0088
  cramersv_ns   0.0062 0.0062
  theil_u       0.6210 -0.0044
  catcoocc_i    0.6277 -0.0044
  catcoocc_ii   546.7019 546.7019
-- ('W', 'ʌ')
  mle           0.0497 0.0056
  pmi           -0.5444 -0.5444
  npmi          -0.0713 -0.0713
  chi2          1130.1203 1130.1203
  chi2_ns       1130.5839 1130.5839
  cramersv      0.0127 0.0127
  cramersv_ns   0.0090 0.0090
  theil_u       0.0414 0.8146
  catcoocc_i    -0.0226 -0.4434
  catcoocc_ii   -615.2312 -615.2312
-- ('W', 'ʒ')
  mle           0.0000 0.0004
  pmi           -3.1493 -3.1493
  npmi          -0.2090 -0.2090
  chi2          42.2141 42.2141
  chi2_ns       43.1759 43.1759
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.8699 0.0565
  catcoocc_i    -2.7397 -0.1780
  catcoocc_ii   -132.9468 -132.9468
-- ('W', 'θ')
  mle           0.0062 0.0168
  pmi           0.5508 0.5508
  npmi          0.0566 0.0566
  chi2          131.0468 131.0468
  chi2_ns       131.7903 131.7903
  cramersv      0.0043 0.0043
  cramersv_ns   0.0030 0.0030
  theil_u       0.5107 -0.0083
  catcoocc_i    0.2813 -0.0046
  catcoocc_ii   72.1792 72.1792
-- ('X', 'aɪ')
  mle           0.0095 0.0018
  pmi           -0.3257 -0.3257
  npmi          -0.0306 -0.0306
  chi2          18.0969 18.0969
  chi2_ns       18.3783 18.3783
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.0186 0.7089
  catcoocc_i    -0.0061 -0.2309
  catcoocc_ii   -5.8947 -5.8947
-- ('X', 'aʊ')
  mle           0.0011 0.0007
  pmi           -1.2362 -1.2362
  npmi          -0.0969 -0.0969
  chi2          34.1703 34.1703
  chi2_ns       34.8808 34.8808
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.0071 0.2633
  catcoocc_i    -0.0088 -0.3255
  catcoocc_ii   -42.2399 -42.2399
-- ('X', 'b')
  mle           0.0131 0.0014
  pmi           -0.5935 -0.5935
  npmi          -0.0576 -0.0576
  chi2          86.3278 86.3278
  chi2_ns       86.7868 86.7868
  cramersv      0.0035 0.0035
  cramersv_ns   0.0025 0.0025
  theil_u       0.0614 0.8188
  catcoocc_i    -0.0365 -0.4859
  catcoocc_ii   -51.2355 -51.2355
-- ('X', 'd')
  mle           0.0244 0.0017
  pmi           -0.4178 -0.4178
  npmi          -0.0431 -0.0431
  chi2          79.5024 79.5024
  chi2_ns       79.8576 79.8576
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.0491 0.8738
  catcoocc_i    -0.0205 -0.3651
  catcoocc_ii   -33.2195 -33.2195
-- ('X', 'dʒ')
  mle           0.0035 0.0012
  pmi           -0.7128 -0.7128
  npmi          -0.0614 -0.0614
  chi2          33.2027 33.2027
  chi2_ns       33.7155 33.7155
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.0403 0.5362
  catcoocc_i    -0.0287 -0.3822
  catcoocc_ii   -23.6664 -23.6664
-- ('X', 'eɪ')
  mle           0.0136 0.0022
  pmi           -0.1546 -0.1546
  npmi          -0.0151 -0.0151
  chi2          5.7593 5.7593
  chi2_ns       5.9043 5.9043
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0389 0.7492
  catcoocc_i    -0.0060 -0.1158
  catcoocc_ii   -0.8904 -0.8904
-- ('X', 'f')
  mle           0.0115 0.0018
  pmi           -0.3464 -0.3464
  npmi          -0.0332 -0.0332
  chi2          24.8919 24.8919
  chi2_ns       25.1894 25.1894
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.0200 0.7527
  catcoocc_i    -0.0069 -0.2607
  catcoocc_ii   -8.6213 -8.6213
-- ('X', 'h')
  mle           0.0041 0.0010
  pmi           -0.9048 -0.9048
  npmi          -0.0789 -0.0789
  chi2          64.1745 64.1745
  chi2_ns       64.7762 64.7762
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.0278 0.6428
  catcoocc_i    -0.0251 -0.5816
  catcoocc_ii   -58.0662 -58.0662
-- ('X', 'i')
  mle           0.0224 0.0015
  pmi           -0.5465 -0.5465
  npmi          -0.0559 -0.0559
  chi2          126.6681 126.6681
  chi2_ns       127.1069 127.1069
  cramersv      0.0042 0.0042
  cramersv_ns   0.0030 0.0030
  theil_u       0.0559 0.8784
  catcoocc_i    -0.0305 -0.4801
  catcoocc_ii   -69.2296 -69.2296
-- ('X', 'j')
  mle           0.0037 0.0016
  pmi           -0.4442 -0.4442
  npmi          -0.0384 -0.0384
  chi2          12.9899 12.9899
  chi2_ns       13.3491 13.3491
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0178 0.4518
  catcoocc_i    -0.0079 -0.2007
  catcoocc_ii   -5.7701 -5.7701
-- ('X', 'k')
  mle           0.1296 0.0067
  pmi           0.9648 0.9648
  npmi          0.1203 0.1203
  chi2          2438.8593 2438.8593
  chi2_ns       2440.5719 2440.5719
  cramersv      0.0187 0.0187
  cramersv_ns   0.0132 0.0132
  theil_u       0.0521 0.9006
  catcoocc_i    0.0503 0.8689
  catcoocc_ii   2352.9442 2352.9442
-- ('X', 'l')
  mle           0.0398 0.0018
  pmi           -0.3556 -0.3556
  npmi          -0.0387 -0.0387
  chi2          95.7030 95.7030
  chi2_ns       96.0208 96.0208
  cramersv      0.0037 0.0037
  cramersv_ns   0.0026 0.0026
  theil_u       0.0677 0.9115
  catcoocc_i    -0.0241 -0.3241
  catcoocc_ii   -34.0297 -34.0297
-- ('X', 'm')
  mle           0.0252 0.0019
  pmi           -0.2950 -0.2950
  npmi          -0.0306 -0.0306
  chi2          40.4749 40.4749
  chi2_ns       40.7395 40.7395
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0450 0.8639
  catcoocc_i    -0.0133 -0.2548
  catcoocc_ii   -11.9383 -11.9383
-- ('X', 'n')
  mle           0.0478 0.0017
  pmi           -0.4321 -0.4321
  npmi          -0.0479 -0.0479
  chi2          173.6116 173.6116
  chi2_ns       173.9911 173.9911
  cramersv      0.0050 0.0050
  cramersv_ns   0.0035 0.0035
  theil_u       0.0612 0.9287
  catcoocc_i    -0.0265 -0.4012
  catcoocc_ii   -75.0114 -75.0114
-- ('X', 'oʊ')
  mle           0.0151 0.0019
  pmi           -0.2976 -0.2976
  npmi          -0.0293 -0.0293
  chi2          24.3017 24.3017
  chi2_ns       24.5644 24.5644
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.0367 0.7956
  catcoocc_i    -0.0109 -0.2368
  catcoocc_ii   -7.2324 -7.2324
-- ('X', 'p')
  mle           0.0260 0.0028
  pmi           0.1124 0.1124
  npmi          0.0117 0.0117
  chi2          5.8728 5.8728
  chi2_ns       5.9943 5.9943
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0300 0.8155
  catcoocc_i    0.0034 0.0916
  catcoocc_ii   0.6599 0.6599
-- ('X', 's')
  mle           0.1352 0.0058
  pmi           0.8310 0.8310
  npmi          0.1042 0.1042
  chi2          1868.8665 1868.8665
  chi2_ns       1870.2464 1870.2464
  cramersv      0.0164 0.0164
  cramersv_ns   0.0116 0.0116
  theil_u       0.0604 0.9141
  catcoocc_i    0.0502 0.7596
  catcoocc_ii   1553.0026 1553.0026
-- ('X', 't')
  mle           0.0556 0.0024
  pmi           -0.0604 -0.0604
  npmi          -0.0068 -0.0068
  chi2          3.7789 3.7789
  chi2_ns       3.8411 3.8411
  cramersv      0.0006 0.0006
  cramersv_ns   0.0004 0.0004
  theil_u       0.0431 0.9143
  catcoocc_i    -0.0026 -0.0552
  catcoocc_ii   -0.2282 -0.2282
-- ('X', 'tʃ')
  mle           0.0023 0.0010
  pmi           -0.9211 -0.9211
  npmi          -0.0765 -0.0765
  chi2          37.0281 37.0281
  chi2_ns       37.6327 37.6327
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0334 0.4499
  catcoocc_i    -0.0308 -0.4144
  catcoocc_ii   -34.1082 -34.1082
-- ('X', 'u')
  mle           0.0085 0.0020
  pmi           -0.2227 -0.2227
  npmi          -0.0207 -0.0207
  chi2          7.4175 7.4175
  chi2_ns       7.6185 7.6185
  cramersv      0.0010 0.0010
  cramersv_ns   0.0006 0.0006
  theil_u       0.0307 0.6560
  catcoocc_i    -0.0068 -0.1461
  catcoocc_ii   -1.6517 -1.6517
-- ('X', 'v')
  mle           0.0083 0.0017
  pmi           -0.4148 -0.4148
  npmi          -0.0385 -0.0385
  chi2          25.7021 25.7021
  chi2_ns       26.0457 26.0457
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.0278 0.6965
  catcoocc_i    -0.0115 -0.2889
  catcoocc_ii   -10.6605 -10.6605
-- ('X', 'w')
  mle           0.0041 0.0011
  pmi           -0.8782 -0.8782
  npmi          -0.0766 -0.0766
  chi2          60.1703 60.1703
  chi2_ns       60.7606 60.7606
  cramersv      0.0029 0.0029
  cramersv_ns   0.0021 0.0021
  theil_u       -0.0016 0.6350
  catcoocc_i    0.0014 -0.5576
  catcoocc_ii   -52.8389 -52.8389
-- ('X', 'z')
  mle           0.0365 0.0029
  pmi           0.1396 0.1396
  npmi          0.0150 0.0150
  chi2          12.9378 12.9378
  chi2_ns       13.0925 13.0925
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0499 0.8569
  catcoocc_i    0.0070 0.1196
  catcoocc_ii   1.8058 1.8058
-- ('X', 'æ')
  mle           0.0314 0.0032
  pmi           0.2277 0.2277
  npmi          0.0241 0.0241
  chi2          29.6230 29.6230
  chi2_ns       29.8854 29.8854
  cramersv      0.0020 0.0020
  cramersv_ns   0.0014 0.0014
  theil_u       0.0437 0.8246
  catcoocc_i    0.0100 0.1878
  catcoocc_ii   6.7460 6.7460
-- ('X', 'ð')
  mle           0.0002 0.0008
  pmi           -1.1288 -1.1288
  npmi          -0.0785 -0.0785
  chi2          5.0210 5.0210
  chi2_ns       5.6795 5.6795
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.6055 0.0386
  catcoocc_i    -0.6835 -0.0436
  catcoocc_ii   -5.6675 -5.6675
-- ('X', 'ŋ')
  mle           0.0084 0.0017
  pmi           -0.3797 -0.3797
  npmi          -0.0353 -0.0353
  chi2          21.7449 21.7449
  chi2_ns       22.0644 22.0644
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.0198 0.6924
  catcoocc_i    -0.0075 -0.2629
  catcoocc_ii   -8.2560 -8.2560
-- ('X', 'ɑ')
  mle           0.0242 0.0022
  pmi           -0.1517 -0.1517
  npmi          -0.0156 -0.0156
  chi2          10.0598 10.0598
  chi2_ns       10.2045 10.2045
  cramersv      0.0011 0.0011
  cramersv_ns   0.0008 0.0008
  theil_u       0.0693 0.8414
  catcoocc_i    -0.0105 -0.1276
  catcoocc_ii   -1.5261 -1.5261
-- ('X', 'ɔ')
  mle           0.0082 0.0016
  pmi           -0.4700 -0.4700
  npmi          -0.0436 -0.0436
  chi2          32.7605 32.7605
  chi2_ns       33.1404 33.1404
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.0337 0.7074
  catcoocc_i    -0.0158 -0.3325
  catcoocc_ii   -15.3974 -15.3974
-- ('X', 'ɔɪ')
  mle           0.0014 0.0027
  pmi           0.0702 0.0702
  npmi          0.0056 0.0056
  chi2          0.0615 0.0615
  chi2_ns       0.1237 0.1237
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.3783 0.0246
  catcoocc_i    0.0266 0.0017
  catcoocc_ii   0.0043 0.0043
-- ('X', 'ɛ')
  mle           0.0597 0.0047
  pmi           0.6187 0.6187
  npmi          0.0704 0.0704
  chi2          433.3977 433.3977
  chi2_ns       434.2845 434.2845
  cramersv      0.0079 0.0079
  cramersv_ns   0.0056 0.0056
  theil_u       0.0337 0.8586
  catcoocc_i    0.0208 0.5312
  catcoocc_ii   268.1360 268.1360
-- ('X', 'ɝ')
  mle           0.0187 0.0014
  pmi           -0.6175 -0.6175
  npmi          -0.0620 -0.0620
  chi2          135.2277 135.2277
  chi2_ns       135.7058 135.7058
  cramersv      0.0044 0.0044
  cramersv_ns   0.0031 0.0031
  theil_u       0.0448 0.8668
  catcoocc_i    -0.0277 -0.5353
  catcoocc_ii   -83.5032 -83.5032
-- ('X', 'ɡ')
  mle           0.0130 0.0022
  pmi           -0.1527 -0.1527
  npmi          -0.0148 -0.0148
  chi2          5.3289 5.3289
  chi2_ns       5.4721 5.4721
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0331 0.7378
  catcoocc_i    -0.0051 -0.1127
  catcoocc_ii   -0.8139 -0.8139
-- ('X', 'ɪ')
  mle           0.0775 0.0032
  pmi           0.2210 0.2210
  npmi          0.0259 0.0259
  chi2          71.8499 71.8499
  chi2_ns       72.1140 72.1140
  cramersv      0.0032 0.0032
  cramersv_ns   0.0022 0.0022
  theil_u       0.0498 0.9180
  catcoocc_i    0.0110 0.2029
  catcoocc_ii   15.8768 15.8768
-- ('X', 'ɹ')
  mle           0.0326 0.0015
  pmi           -0.4964 -0.4964
  npmi          -0.0528 -0.0528
  chi2          153.8391 153.8391
  chi2_ns       154.2533 154.2533
  cramersv      0.0047 0.0047
  cramersv_ns   0.0033 0.0033
  theil_u       0.0609 0.9069
  catcoocc_i    -0.0302 -0.4502
  catcoocc_ii   -76.3639 -76.3639
-- ('X', 'ʃ')
  mle           0.0108 0.0024
  pmi           -0.0743 -0.0743
  npmi          -0.0071 -0.0071
  chi2          0.9973 0.9973
  chi2_ns       1.0687 1.0687
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0236 0.6767
  catcoocc_i    -0.0017 -0.0502
  catcoocc_ii   -0.0741 -0.0741
-- ('X', 'ʊ')
  mle           0.0007 0.0007
  pmi           -1.2627 -1.2627
  npmi          -0.0957 -0.0957
  chi2          23.0381 23.0381
  chi2_ns       23.7534 23.7534
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.0125 0.0225
  catcoocc_i    -0.0158 -0.0284
  catcoocc_ii   -29.0900 -29.0900
-- ('X', 'ʌ')
  mle           0.0688 0.0020
  pmi           -0.2202 -0.2202
  npmi          -0.0255 -0.0255
  chi2          64.9678 64.9678
  chi2_ns       65.1843 65.1843
  cramersv      0.0030 0.0030
  cramersv_ns   0.0021 0.0021
  theil_u       0.0494 0.9374
  catcoocc_i    -0.0109 -0.2064
  catcoocc_ii   -14.3063 -14.3063
-- ('X', 'ʒ')
  mle           0.0016 0.0060
  pmi           0.8642 0.8642
  npmi          0.0697 0.0697
  chi2          21.7600 21.7600
  chi2_ns       23.1171 23.1171
  cramersv      0.0017 0.0017
  cramersv_ns   0.0012 0.0012
  theil_u       0.6159 0.0403
  catcoocc_i    0.5323 0.0348
  catcoocc_ii   18.8057 18.8057
-- ('X', 'θ')
  mle           0.0017 0.0012
  pmi           -0.7441 -0.7441
  npmi          -0.0602 -0.0602
  chi2          16.9720 16.9720
  chi2_ns       17.4960 17.4960
  cramersv      0.0015 0.0015
  cramersv_ns   0.0011 0.0011
  theil_u       0.0085 0.2150
  catcoocc_i    -0.0063 -0.1600
  catcoocc_ii   -12.6282 -12.6282
-- ('Y', 'aɪ')
  mle           0.0254 0.0283
  pmi           0.6542 0.6542
  npmi          0.0829 0.0829
  chi2          1186.8648 1186.8648
  chi2_ns       1187.8146 1187.8146
  cramersv      0.0130 0.0130
  cramersv_ns   0.0092 0.0092
  theil_u       0.0744 0.0102
  catcoocc_i    0.0486 0.0067
  catcoocc_ii   776.4934 776.4934
-- ('Y', 'aʊ')
  mle           0.0022 0.0084
  pmi           -0.5575 -0.5575
  npmi          -0.0540 -0.0540
  chi2          73.6513 73.6513
  chi2_ns       74.0860 74.0860
  cramersv      0.0032 0.0032
  cramersv_ns   0.0023 0.0023
  theil_u       0.6207 0.0331
  catcoocc_i    -0.3460 -0.0184
  catcoocc_ii   -41.0592 -41.0592
-- ('Y', 'b')
  mle           0.0244 0.0151
  pmi           0.0278 0.0278
  npmi          0.0035 0.0035
  chi2          1.9811 1.9811
  chi2_ns       2.0103 2.0103
  cramersv      0.0004 0.0004
  cramersv_ns   0.0000 0.0000
  theil_u       0.0112 0.2927
  catcoocc_i    0.0003 0.0081
  catcoocc_ii   0.0550 0.0550
-- ('Y', 'd')
  mle           0.0318 0.0126
  pmi           -0.1513 -0.1513
  npmi          -0.0197 -0.0197
  chi2          78.8503 78.8503
  chi2_ns       78.9982 78.9982
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0191 0.4938
  catcoocc_i    -0.0029 -0.0747
  catcoocc_ii   -11.9283 -11.9283
-- ('Y', 'dʒ')
  mle           0.0081 0.0165
  pmi           0.1130 0.1130
  npmi          0.0125 0.0125
  chi2          10.7457 10.7457
  chi2_ns       10.8677 10.8677
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.3923 0.0105
  catcoocc_i    0.0443 0.0012
  catcoocc_ii   1.2140 1.2140
-- ('Y', 'eɪ')
  mle           0.0243 0.0225
  pmi           0.4256 0.4256
  npmi          0.0536 0.0536
  chi2          473.5086 473.5086
  chi2_ns       474.0556 474.0556
  cramersv      0.0082 0.0082
  cramersv_ns   0.0058 0.0058
  theil_u       0.0060 0.0563
  catcoocc_i    0.0026 0.0240
  catcoocc_ii   201.5117 201.5117
-- ('Y', 'f')
  mle           0.0148 0.0134
  pmi           -0.0936 -0.0936
  npmi          -0.0111 -0.0111
  chi2          13.6476 13.6476
  chi2_ns       13.7397 13.7397
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0061 0.0699
  catcoocc_i    -0.0006 -0.0065
  catcoocc_ii   -1.2774 -1.2774
-- ('Y', 'h')
  mle           0.0120 0.0173
  pmi           0.1646 0.1646
  npmi          0.0190 0.0190
  chi2          34.0450 34.0450
  chi2_ns       34.2282 34.2282
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.2247 0.0101
  catcoocc_i    0.0370 0.0017
  catcoocc_ii   5.6023 5.6023
-- ('Y', 'i')
  mle           0.1064 0.0404
  pmi           1.0112 1.0112
  npmi          0.1565 0.1565
  chi2          12834.6969 12834.6969
  chi2_ns       12836.5432 12836.5432
  cramersv      0.0429 0.0429
  cramersv_ns   0.0303 0.0303
  theil_u       0.0126 0.5122
  catcoocc_i    0.0128 0.5179
  catcoocc_ii   12977.8175 12977.8175
-- ('Y', 'j')
  mle           0.0150 0.0380
  pmi           0.9495 0.9495
  npmi          0.1128 0.1128
  chi2          1523.2932 1523.2932
  chi2_ns       1524.9101 1524.9101
  cramersv      0.0148 0.0148
  cramersv_ns   0.0104 0.0104
  theil_u       0.4871 0.0111
  catcoocc_i    0.4624 0.0106
  catcoocc_ii   1446.2913 1446.2913
-- ('Y', 'k')
  mle           0.0471 0.0140
  pmi           -0.0487 -0.0487
  npmi          -0.0067 -0.0067
  chi2          12.1784 12.1784
  chi2_ns       12.2291 12.2291
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.0358 0.5963
  catcoocc_i    -0.0017 -0.0290
  catcoocc_ii   -0.5929 -0.5929
-- ('Y', 'l')
  mle           0.0723 0.0187
  pmi           0.2411 0.2411
  npmi          0.0352 0.0352
  chi2          466.2590 466.2590
  chi2_ns       466.5523 466.5523
  cramersv      0.0082 0.0082
  cramersv_ns   0.0058 0.0058
  theil_u       0.0238 0.6380
  catcoocc_i    0.0057 0.1538
  catcoocc_ii   112.3981 112.3981
-- ('Y', 'm')
  mle           0.0322 0.0140
  pmi           -0.0503 -0.0503
  npmi          -0.0066 -0.0066
  chi2          8.7403 8.7403
  chi2_ns       8.7917 8.7917
  cramersv      0.0011 0.0011
  cramersv_ns   0.0007 0.0007
  theil_u       0.0020 0.4578
  catcoocc_i    -0.0001 -0.0230
  catcoocc_ii   -0.4395 -0.4395
-- ('Y', 'n')
  mle           0.0587 0.0117
  pmi           -0.2255 -0.2255
  npmi          -0.0320 -0.0320
  chi2          337.2001 337.2001
  chi2_ns       337.4213 337.4213
  cramersv      0.0069 0.0069
  cramersv_ns   0.0049 0.0049
  theil_u       0.0265 0.7053
  catcoocc_i    -0.0060 -0.1591
  catcoocc_ii   -76.0539 -76.0539
-- ('Y', 'oʊ')
  mle           0.0138 0.0100
  pmi           -0.3910 -0.3910
  npmi          -0.0460 -0.0460
  chi2          226.9382 226.9382
  chi2_ns       227.2733 227.2733
  cramersv      0.0057 0.0057
  cramersv_ns   0.0040 0.0040
  theil_u       0.0046 0.2104
  catcoocc_i    -0.0018 -0.0823
  catcoocc_ii   -88.7240 -88.7240
-- ('Y', 'p')
  mle           0.0221 0.0140
  pmi           -0.0502 -0.0502
  npmi          -0.0062 -0.0062
  chi2          5.8865 5.8865
  chi2_ns       5.9372 5.9372
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0047 0.2822
  catcoocc_i    -0.0002 -0.0142
  catcoocc_ii   -0.2952 -0.2952
-- ('Y', 's')
  mle           0.0523 0.0131
  pmi           -0.1196 -0.1196
  npmi          -0.0167 -0.0167
  chi2          82.7243 82.7243
  chi2_ns       82.8458 82.8458
  cramersv      0.0034 0.0034
  cramersv_ns   0.0024 0.0024
  theil_u       0.0204 0.6479
  catcoocc_i    -0.0024 -0.0775
  catcoocc_ii   -9.8911 -9.8911
-- ('Y', 't')
  mle           0.0482 0.0120
  pmi           -0.2031 -0.2031
  npmi          -0.0280 -0.0280
  chi2          220.9107 220.9107
  chi2_ns       221.1089 221.1089
  cramersv      0.0056 0.0056
  cramersv_ns   0.0040 0.0040
  theil_u       0.0161 0.6490
  catcoocc_i    -0.0033 -0.1318
  catcoocc_ii   -44.8590 -44.8590
-- ('Y', 'tʃ')
  mle           0.0040 0.0101
  pmi           -0.3759 -0.3759
  npmi          -0.0386 -0.0386
  chi2          59.3876 59.3876
  chi2_ns       59.7070 59.7070
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.4830 0.0110
  catcoocc_i    -0.1816 -0.0041
  catcoocc_ii   -22.3260 -22.3260
-- ('Y', 'u')
  mle           0.0091 0.0125
  pmi           -0.1597 -0.1597
  npmi          -0.0179 -0.0179
  chi2          24.2350 24.2350
  chi2_ns       24.3862 24.3862
  cramersv      0.0018 0.0018
  cramersv_ns   0.0013 0.0013
  theil_u       0.2027 0.0094
  catcoocc_i    -0.0324 -0.0015
  catcoocc_ii   -3.8706 -3.8706
-- ('Y', 'v')
  mle           0.0110 0.0129
  pmi           -0.1293 -0.1293
  npmi          -0.0148 -0.0148
  chi2          19.3322 19.3322
  chi2_ns       19.4567 19.4567
  cramersv      0.0016 0.0016
  cramersv_ns   0.0011 0.0011
  theil_u       0.1037 0.0109
  catcoocc_i    -0.0134 -0.0014
  catcoocc_ii   -2.4993 -2.4993
-- ('Y', 'w')
  mle           0.0110 0.0163
  pmi           0.1020 0.1020
  npmi          0.0117 0.0117
  chi2          11.8951 11.8951
  chi2_ns       12.0050 12.0050
  cramersv      0.0012 0.0012
  cramersv_ns   0.0008 0.0008
  theil_u       0.2411 0.0105
  catcoocc_i    0.0246 0.0011
  catcoocc_ii   1.2131 1.2131
-- ('Y', 'z')
  mle           0.0244 0.0113
  pmi           -0.2636 -0.2636
  npmi          -0.0332 -0.0332
  chi2          183.1998 183.1998
  chi2_ns       183.4426 183.4426
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.0046 0.4318
  catcoocc_i    -0.0012 -0.1138
  catcoocc_ii   -48.2925 -48.2925
-- ('Y', 'æ')
  mle           0.0221 0.0130
  pmi           -0.1254 -0.1254
  npmi          -0.0156 -0.0156
  chi2          37.0086 37.0086
  chi2_ns       37.1312 37.1312
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0068 0.3199
  catcoocc_i    -0.0008 -0.0401
  catcoocc_ii   -4.6392 -4.6392
-- ('Y', 'ð')
  mle           0.0008 0.0169
  pmi           0.1367 0.1367
  npmi          0.0120 0.0120
  chi2          1.4139 1.4139
  chi2_ns       1.5592 1.5592
  cramersv      0.0002 0.0002
  cramersv_ns   0.0000 0.0000
  theil_u       0.9010 0.0657
  catcoocc_i    0.1232 0.0090
  catcoocc_ii   0.1933 0.1933
-- ('Y', 'ŋ')
  mle           0.0070 0.0084
  pmi           -0.5607 -0.5607
  npmi          -0.0611 -0.0611
  chi2          237.9736 237.9736
  chi2_ns       238.4144 238.4144
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.1171 0.0107
  catcoocc_i    -0.0657 -0.0060
  catcoocc_ii   -133.4316 -133.4316
-- ('Y', 'ɑ')
  mle           0.0238 0.0124
  pmi           -0.1675 -0.1675
  npmi          -0.0211 -0.0211
  chi2          71.5782 71.5782
  chi2_ns       71.7392 71.7392
  cramersv      0.0032 0.0032
  cramersv_ns   0.0022 0.0022
  theil_u       0.0083 0.3772
  catcoocc_i    -0.0014 -0.0632
  catcoocc_ii   -11.9913 -11.9913
-- ('Y', 'ɔ')
  mle           0.0108 0.0121
  pmi           -0.1932 -0.1932
  npmi          -0.0221 -0.0221
  chi2          42.3895 42.3895
  chi2_ns       42.5699 42.5699
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0806 0.0109
  catcoocc_i    -0.0156 -0.0021
  catcoocc_ii   -8.1881 -8.1881
-- ('Y', 'ɔɪ')
  mle           0.0061 0.0685
  pmi           1.5389 1.5389
  npmi          0.1652 0.1652
  chi2          1830.6374 1830.6374
  chi2_ns       1834.3546 1834.3546
  cramersv      0.0162 0.0162
  cramersv_ns   0.0115 0.0115
  theil_u       0.8411 0.0534
  catcoocc_i    1.2945 0.0822
  catcoocc_ii   2817.2185 2817.2185
-- ('Y', 'ɛ')
  mle           0.0284 0.0130
  pmi           -0.1235 -0.1235
  npmi          -0.0159 -0.0159
  chi2          46.6882 46.6882
  chi2_ns       46.8100 46.8100
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.0095 0.4373
  catcoocc_i    -0.0012 -0.0540
  catcoocc_ii   -5.7678 -5.7678
-- ('Y', 'ɝ')
  mle           0.0240 0.0102
  pmi           -0.3676 -0.3676
  npmi          -0.0462 -0.0462
  chi2          353.8965 353.8965
  chi2_ns       354.2198 354.2198
  cramersv      0.0071 0.0071
  cramersv_ns   0.0050 0.0050
  theil_u       0.0093 0.4685
  catcoocc_i    -0.0034 -0.1722
  catcoocc_ii   -130.1014 -130.1014
-- ('Y', 'ɡ')
  mle           0.0123 0.0120
  pmi           -0.2021 -0.2021
  npmi          -0.0235 -0.0235
  chi2          53.2959 53.2959
  chi2_ns       53.4843 53.4843
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.0053 0.0208
  catcoocc_i    -0.0011 -0.0042
  catcoocc_ii   -10.7729 -10.7729
-- ('Y', 'ɪ')
  mle           0.0579 0.0137
  pmi           -0.0696 -0.0696
  npmi          -0.0098 -0.0098
  chi2          31.1238 31.1238
  chi2_ns       31.1965 31.1965
  cramersv      0.0021 0.0021
  cramersv_ns   0.0014 0.0014
  theil_u       0.0172 0.6624
  catcoocc_i    -0.0012 -0.0461
  catcoocc_ii   -2.1658 -2.1658
-- ('Y', 'ɹ')
  mle           0.0521 0.0143
  pmi           -0.0274 -0.0274
  npmi          -0.0038 -0.0038
  chi2          4.2807 4.2807
  chi2_ns       4.3097 4.3097
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.0178 0.6206
  catcoocc_i    -0.0005 -0.0170
  catcoocc_ii   -0.1173 -0.1173
-- ('Y', 'ʃ')
  mle           0.0056 0.0072
  pmi           -0.7184 -0.7184
  npmi          -0.0765 -0.0765
  chi2          320.3244 320.3244
  chi2_ns       320.8504 320.8504
  cramersv      0.0068 0.0068
  cramersv_ns   0.0048 0.0048
  theil_u       0.1512 0.0101
  catcoocc_i    -0.1086 -0.0073
  catcoocc_ii   -230.1329 -230.1329
-- ('Y', 'ʊ')
  mle           0.0018 0.0101
  pmi           -0.3731 -0.3731
  npmi          -0.0354 -0.0354
  chi2          25.9069 25.9069
  chi2_ns       26.2229 26.2229
  cramersv      0.0019 0.0019
  cramersv_ns   0.0013 0.0013
  theil_u       0.7254 0.0415
  catcoocc_i    -0.2706 -0.0155
  catcoocc_ii   -9.6657 -9.6657
-- ('Y', 'ʌ')
  mle           0.0723 0.0124
  pmi           -0.1704 -0.1704
  npmi          -0.0249 -0.0249
  chi2          239.5300 239.5300
  chi2_ns       239.7038 239.7038
  cramersv      0.0058 0.0058
  cramersv_ns   0.0041 0.0041
  theil_u       0.0294 0.7389
  catcoocc_i    -0.0050 -0.1259
  catcoocc_ii   -40.8074 -40.8074
-- ('Y', 'ʒ')
  mle           0.0005 0.0098
  pmi           -0.4078 -0.4078
  npmi          -0.0342 -0.0342
  chi2          7.7143 7.7143
  chi2_ns       8.0509 8.0509
  cramersv      0.0010 0.0010
  cramersv_ns   0.0007 0.0007
  theil_u       0.9050 0.0718
  catcoocc_i    -0.3691 -0.0293
  catcoocc_ii   -3.1463 -3.1463
-- ('Y', 'θ')
  mle           0.0040 0.0164
  pmi           0.1062 0.1062
  npmi          0.0109 0.0109
  chi2          4.5511 4.5511
  chi2_ns       4.6644 4.6644
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.6412 0.0342
  catcoocc_i    0.0681 0.0036
  catcoocc_ii   0.4831 0.4831
-- ('Z', 'aɪ')
  mle           0.0279 0.0128
  pmi           0.7514 0.7514
  npmi          0.0865 0.0865
  chi2          706.9299 706.9299
  chi2_ns       708.0711 708.0711
  cramersv      0.0101 0.0101
  cramersv_ns   0.0071 0.0071
  theil_u       0.0105 0.4369
  catcoocc_i    0.0079 0.3282
  catcoocc_ii   531.1543 531.1543
-- ('Z', 'aʊ')
  mle           0.0017 0.0027
  pmi           -0.8026 -0.8026
  npmi          -0.0700 -0.0700
  chi2          49.5447 49.5447
  chi2_ns       50.1005 50.1005
  cramersv      0.0026 0.0026
  cramersv_ns   0.0019 0.0019
  theil_u       0.2642 0.0073
  catcoocc_i    -0.2121 -0.0058
  catcoocc_ii   -39.7656 -39.7656
-- ('Z', 'b')
  mle           0.0202 0.0051
  pmi           -0.1617 -0.1617
  npmi          -0.0179 -0.0179
  chi2          22.7641 22.7641
  chi2_ns       22.9177 22.9177
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.0421 0.6421
  catcoocc_i    -0.0068 -0.1038
  catcoocc_ii   -3.6803 -3.6803
-- ('Z', 'd')
  mle           0.0245 0.0040
  pmi           -0.4134 -0.4134
  npmi          -0.0469 -0.0469
  chi2          186.0273 186.0273
  chi2_ns       186.3809 186.3809
  cramersv      0.0051 0.0051
  cramersv_ns   0.0036 0.0036
  theil_u       0.0230 0.7496
  catcoocc_i    -0.0095 -0.3099
  catcoocc_ii   -76.9089 -76.9089
-- ('Z', 'dʒ')
  mle           0.0041 0.0034
  pmi           -0.5581 -0.5581
  npmi          -0.0526 -0.0526
  chi2          55.9211 55.9211
  chi2_ns       56.3537 56.3537
  cramersv      0.0028 0.0028
  cramersv_ns   0.0020 0.0020
  theil_u       0.0056 0.1262
  catcoocc_i    -0.0031 -0.0704
  catcoocc_ii   -31.2071 -31.2071
-- ('Z', 'eɪ')
  mle           0.0123 0.0047
  pmi           -0.2548 -0.2548
  npmi          -0.0268 -0.0268
  chi2          34.3246 34.3246
  chi2_ns       34.5542 34.5542
  cramersv      0.0022 0.0022
  cramersv_ns   0.0015 0.0015
  theil_u       0.0169 0.5119
  catcoocc_i    -0.0043 -0.1304
  catcoocc_ii   -8.7443 -8.7443
-- ('Z', 'f')
  mle           0.0109 0.0040
  pmi           -0.4032 -0.4032
  npmi          -0.0418 -0.0418
  chi2          76.4938 76.4938
  chi2_ns       76.8327 76.8327
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0227 0.5195
  catcoocc_i    -0.0092 -0.2094
  catcoocc_ii   -30.8399 -30.8399
-- ('Z', 'h')
  mle           0.0083 0.0049
  pmi           -0.2014 -0.2014
  npmi          -0.0203 -0.0203
  chi2          14.2512 14.2512
  chi2_ns       14.4360 14.4360
  cramersv      0.0014 0.0014
  cramersv_ns   0.0009 0.0009
  theil_u       0.0221 0.3167
  catcoocc_i    -0.0044 -0.0638
  catcoocc_ii   -2.8701 -2.8701
-- ('Z', 'i')
  mle           0.0409 0.0064
  pmi           0.0553 0.0553
  npmi          0.0067 0.0067
  chi2          5.4461 5.4461
  chi2_ns       5.5055 5.5055
  cramersv      0.0008 0.0008
  cramersv_ns   0.0005 0.0005
  theil_u       0.0326 0.7587
  catcoocc_i    0.0018 0.0420
  catcoocc_ii   0.3012 0.3012
-- ('Z', 'j')
  mle           0.0046 0.0048
  pmi           -0.2272 -0.2272
  npmi          -0.0217 -0.0217
  chi2          9.9711 9.9711
  chi2_ns       10.1758 10.1758
  cramersv      0.0011 0.0011
  cramersv_ns   0.0008 0.0008
  theil_u       0.0316 0.0062
  catcoocc_i    -0.0072 -0.0014
  catcoocc_ii   -2.2653 -2.2653
-- ('Z', 'k')
  mle           0.0401 0.0049
  pmi           -0.2090 -0.2090
  npmi          -0.0251 -0.0251
  chi2          77.9526 77.9526
  chi2_ns       78.1521 78.1521
  cramersv      0.0033 0.0033
  cramersv_ns   0.0023 0.0023
  theil_u       0.0340 0.8020
  catcoocc_i    -0.0071 -0.1676
  catcoocc_ii   -16.2940 -16.2940
-- ('Z', 'l')
  mle           0.0526 0.0056
  pmi           -0.0766 -0.0766
  npmi          -0.0095 -0.0095
  chi2          13.7653 13.7653
  chi2_ns       13.8438 13.8438
  cramersv      0.0014 0.0014
  cramersv_ns   0.0009 0.0009
  theil_u       0.0416 0.8230
  catcoocc_i    -0.0032 -0.0630
  catcoocc_ii   -1.0544 -1.0544
-- ('Z', 'm')
  mle           0.0277 0.0049
  pmi           -0.2022 -0.2022
  npmi          -0.0232 -0.0232
  chi2          49.4842 49.4842
  chi2_ns       49.6747 49.6747
  cramersv      0.0026 0.0026
  cramersv_ns   0.0018 0.0018
  theil_u       0.0200 0.7300
  catcoocc_i    -0.0040 -0.1476
  catcoocc_ii   -10.0048 -10.0048
-- ('Z', 'n')
  mle           0.0597 0.0049
  pmi           -0.2093 -0.2093
  npmi          -0.0264 -0.0264
  chi2          119.4840 119.4840
  chi2_ns       119.6889 119.6889
  cramersv      0.0041 0.0041
  cramersv_ns   0.0029 0.0029
  theil_u       0.0452 0.8565
  catcoocc_i    -0.0095 -0.1793
  catcoocc_ii   -25.0072 -25.0072
-- ('Z', 'oʊ')
  mle           0.0240 0.0071
  pmi           0.1632 0.1632
  npmi          0.0185 0.0185
  chi2          27.4803 27.4803
  chi2_ns       27.6621 27.6621
  cramersv      0.0019 0.0019
  cramersv_ns   0.0014 0.0014
  theil_u       0.0282 0.5984
  catcoocc_i    0.0046 0.0977
  catcoocc_ii   4.4849 4.4849
-- ('Z', 'p')
  mle           0.0164 0.0043
  pmi           -0.3462 -0.3462
  npmi          -0.0376 -0.0376
  chi2          85.8805 85.8805
  chi2_ns       86.1817 86.1817
  cramersv      0.0035 0.0035
  cramersv_ns   0.0025 0.0025
  theil_u       0.0016 0.6357
  catcoocc_i    -0.0006 -0.2201
  catcoocc_ii   -29.7356 -29.7356
-- ('Z', 's')
  mle           0.0516 0.0053
  pmi           -0.1314 -0.1314
  npmi          -0.0163 -0.0163
  chi2          39.9562 39.9562
  chi2_ns       40.0877 40.0877
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0321 0.8284
  catcoocc_i    -0.0042 -0.1088
  catcoocc_ii   -5.2487 -5.2487
-- ('Z', 't')
  mle           0.0515 0.0052
  pmi           -0.1385 -0.1385
  npmi          -0.0171 -0.0171
  chi2          44.2632 44.2632
  chi2_ns       44.4014 44.4014
  cramersv      0.0025 0.0025
  cramersv_ns   0.0017 0.0017
  theil_u       0.0311 0.8285
  catcoocc_i    -0.0043 -0.1147
  catcoocc_ii   -6.1295 -6.1295
-- ('Z', 'tʃ')
  mle           0.0073 0.0076
  pmi           0.2277 0.2277
  npmi          0.0227 0.0227
  chi2          15.8633 15.8633
  chi2_ns       16.1210 16.1210
  cramersv      0.0015 0.0015
  cramersv_ns   0.0010 0.0010
  theil_u       0.0298 0.0052
  catcoocc_i    0.0068 0.0012
  catcoocc_ii   3.6117 3.6117
-- ('Z', 'u')
  mle           0.0125 0.0071
  pmi           0.1623 0.1623
  npmi          0.0171 0.0171
  chi2          13.9060 13.9060
  chi2_ns       14.0846 14.0846
  cramersv      0.0014 0.0014
  cramersv_ns   0.0009 0.0009
  theil_u       0.0043 0.3395
  catcoocc_i    0.0007 0.0551
  catcoocc_ii   2.2563 2.2563
-- ('Z', 'v')
  mle           0.0094 0.0045
  pmi           -0.2875 -0.2875
  npmi          -0.0294 -0.0294
  chi2          33.2415 33.2415
  chi2_ns       33.4956 33.4956
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.0047 0.4143
  catcoocc_i    -0.0013 -0.1191
  catcoocc_ii   -9.5572 -9.5572
-- ('Z', 'w')
  mle           0.0095 0.0058
  pmi           -0.0358 -0.0358
  npmi          -0.0037 -0.0037
  chi2          0.4884 0.4884
  chi2_ns       0.5236 0.5236
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       -0.0036 0.3041
  catcoocc_i    0.0001 -0.0109
  catcoocc_ii   -0.0175 -0.0175
-- ('Z', 'z')
  mle           0.1302 0.0247
  pmi           1.4113 1.4113
  npmi          0.1973 0.1973
  chi2          13323.7920 13323.7920
  chi2_ns       13327.0143 13327.0143
  cramersv      0.0437 0.0437
  cramersv_ns   0.0309 0.0309
  theil_u       0.0243 0.7168
  catcoocc_i    0.0342 1.0117
  catcoocc_ii   18804.4942 18804.4942
-- ('Z', 'æ')
  mle           0.0253 0.0061
  pmi           0.0129 0.0129
  npmi          0.0015 0.0015
  chi2          0.1700 0.1700
  chi2_ns       0.1832 0.1832
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0274 0.6563
  catcoocc_i    0.0004 0.0085
  catcoocc_ii   0.0022 0.0022
-- ('Z', 'ð')
  mle           0.0001 0.0006
  pmi           -2.2776 -2.2776
  npmi          -0.1554 -0.1554
  chi2          22.8327 22.8327
  chi2_ns       23.7277 23.7277
  cramersv      0.0018 0.0018
  cramersv_ns   0.0012 0.0012
  theil_u       0.7995 0.0674
  catcoocc_i    -1.8209 -0.1535
  catcoocc_ii   -52.0048 -52.0048
-- ('Z', 'ŋ')
  mle           0.0084 0.0041
  pmi           -0.3812 -0.3812
  npmi          -0.0385 -0.0385
  chi2          52.4058 52.4058
  chi2_ns       52.7282 52.7282
  cramersv      0.0027 0.0027
  cramersv_ns   0.0019 0.0019
  theil_u       0.0100 0.4059
  catcoocc_i    -0.0038 -0.1547
  catcoocc_ii   -19.9762 -19.9762
-- ('Z', 'ɑ')
  mle           0.0370 0.0079
  pmi           0.2755 0.2755
  npmi          0.0328 0.0328
  chi2          122.7179 122.7179
  chi2_ns       123.0460 123.0460
  cramersv      0.0042 0.0042
  cramersv_ns   0.0029 0.0029
  theil_u       0.0455 0.6881
  catcoocc_i    0.0125 0.1896
  catcoocc_ii   33.8112 33.8112
-- ('Z', 'ɔ')
  mle           0.0095 0.0044
  pmi           -0.3140 -0.3140
  npmi          -0.0322 -0.0322
  chi2          40.3507 40.3507
  chi2_ns       40.6249 40.6249
  cramersv      0.0024 0.0024
  cramersv_ns   0.0017 0.0017
  theil_u       0.0085 0.4333
  catcoocc_i    -0.0027 -0.1361
  catcoocc_ii   -12.6685 -12.6685
-- ('Z', 'ɔɪ')
  mle           0.0006 0.0028
  pmi           -0.7518 -0.7518
  npmi          -0.0601 -0.0601
  chi2          14.9851 14.9851
  chi2_ns       15.5129 15.5129
  cramersv      0.0014 0.0014
  cramersv_ns   0.0010 0.0010
  theil_u       0.6746 0.0370
  catcoocc_i    -0.5071 -0.0278
  catcoocc_ii   -11.2653 -11.2653
-- ('Z', 'ɛ')
  mle           0.0327 0.0061
  pmi           0.0146 0.0146
  npmi          0.0017 0.0017
  chi2          0.2869 0.2869
  chi2_ns       0.3020 0.3020
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       0.0206 0.7199
  catcoocc_i    0.0003 0.0105
  catcoocc_ii   0.0042 0.0042
-- ('Z', 'ɝ')
  mle           0.0295 0.0051
  pmi           -0.1602 -0.1602
  npmi          -0.0185 -0.0185
  chi2          33.0902 33.0902
  chi2_ns       33.2442 33.2442
  cramersv      0.0021 0.0021
  cramersv_ns   0.0015 0.0015
  theil_u       0.0183 0.7358
  catcoocc_i    -0.0029 -0.1178
  catcoocc_ii   -5.2995 -5.2995
-- ('Z', 'ɡ')
  mle           0.0139 0.0056
  pmi           -0.0787 -0.0787
  npmi          -0.0084 -0.0084
  chi2          3.6310 3.6310
  chi2_ns       3.7079 3.7079
  cramersv      0.0006 0.0006
  cramersv_ns   0.0003 0.0003
  theil_u       0.0193 0.4913
  catcoocc_i    -0.0015 -0.0387
  catcoocc_ii   -0.2857 -0.2857
-- ('Z', 'ɪ')
  mle           0.0549 0.0053
  pmi           -0.1243 -0.1243
  npmi          -0.0155 -0.0155
  chi2          38.1377 38.1377
  chi2_ns       38.2630 38.2630
  cramersv      0.0023 0.0023
  cramersv_ns   0.0016 0.0016
  theil_u       0.0212 0.8360
  catcoocc_i    -0.0026 -0.1039
  catcoocc_ii   -4.7412 -4.7412
-- ('Z', 'ɹ')
  mle           0.0404 0.0045
  pmi           -0.2823 -0.2823
  npmi          -0.0339 -0.0339
  chi2          144.4169 144.4169
  chi2_ns       144.6782 144.6782
  cramersv      0.0045 0.0045
  cramersv_ns   0.0032 0.0032
  theil_u       0.0394 0.8148
  catcoocc_i    -0.0111 -0.2300
  catcoocc_ii   -40.7636 -40.7636
-- ('Z', 'ʃ')
  mle           0.0125 0.0065
  pmi           0.0738 0.0738
  npmi          0.0078 0.0078
  chi2          2.8267 2.8267
  chi2_ns       2.9041 2.9041
  cramersv      0.0005 0.0005
  cramersv_ns   0.0003 0.0003
  theil_u       0.0124 0.3800
  catcoocc_i    0.0009 0.0280
  catcoocc_ii   0.2085 0.2085
-- ('Z', 'ʊ')
  mle           0.0017 0.0040
  pmi           -0.4122 -0.4122
  npmi          -0.0359 -0.0359
  chi2          12.1747 12.1747
  chi2_ns       12.5131 12.5131
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.4540 0.0106
  catcoocc_i    -0.1871 -0.0044
  catcoocc_ii   -5.0180 -5.0180
-- ('Z', 'ʌ')
  mle           0.0829 0.0058
  pmi           -0.0332 -0.0332
  npmi          -0.0044 -0.0044
  chi2          4.1820 4.1820
  chi2_ns       4.2178 4.2178
  cramersv      0.0007 0.0007
  cramersv_ns   0.0004 0.0004
  theil_u       0.0535 0.8734
  catcoocc_i    -0.0018 -0.0290
  catcoocc_ii   -0.1387 -0.1387
-- ('Z', 'ʒ')
  mle           0.0012 0.0102
  pmi           0.5276 0.5276
  npmi          0.0445 0.0445
  chi2          13.3608 13.3608
  chi2_ns       14.0516 14.0516
  cramersv      0.0013 0.0013
  cramersv_ns   0.0009 0.0009
  theil_u       0.8065 0.0707
  catcoocc_i    0.4255 0.0373
  catcoocc_ii   7.0488 7.0488
-- ('Z', 'θ')
  mle           0.0013 0.0022
  pmi           -0.9991 -0.9991
  npmi          -0.0850 -0.0850
  chi2          59.5638 59.5638
  chi2_ns       60.2000 60.2000
  cramersv      0.0029 0.0029
  cramersv_ns   0.0020 0.0020
  theil_u       0.3054 0.0107
  catcoocc_i    -0.3052 -0.0107
  catcoocc_ii   -59.5113 -59.5113
-- ('À', 'aɪ')
  mle           0.0000 0.0000
  pmi           -12.8161 -12.8161
  npmi          -0.4066 -0.4066
  chi2          3.8450 3.8450
  chi2_ns       0.0534 0.0534
  cramersv      0.0006 0.0006
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -12.8161 -12.8129
  catcoocc_ii   -49.2779 -49.2779
-- ('À', 'aʊ')
  mle           0.0000 0.0000
  pmi           -11.5923 -11.5923
  npmi          -0.3678 -0.3678
  chi2          15.1953 15.1953
  chi2_ns       0.0156 0.0156
  cramersv      0.0014 0.0014
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9992
  catcoocc_i    -11.5923 -11.5832
  catcoocc_ii   -176.1486 -176.1486
-- ('À', 'b')
  mle           0.0000 0.0000
  pmi           -13.4050 -13.4050
  npmi          -0.4253 -0.4253
  chi2          1.7683 1.7683
  chi2_ns       0.0973 0.0973
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.4050 -13.4029
  catcoocc_ii   -23.7037 -23.7037
-- ('À', 'd')
  mle           0.2500 0.0000
  pmi           1.9097 1.9097
  npmi          0.1212 0.1212
  chi2          0.8681 0.8681
  chi2_ns       5.0877 5.0877
  cramersv      0.0000 0.0000
  cramersv_ns   0.0005 0.0005
  theil_u       1.0000 0.9999
  catcoocc_i    1.9097 1.9095
  catcoocc_ii   1.6578 1.6578
-- ('À', 'dʒ')
  mle           0.2500 0.0000
  pmi           3.5424 3.5424
  npmi          0.2248 0.2248
  chi2          7.7221 7.7221
  chi2_ns       32.8153 32.8153
  cramersv      0.0010 0.0010
  cramersv_ns   0.0015 0.0015
  theil_u       1.0000 0.9996
  catcoocc_i    3.5424 3.5408
  catcoocc_ii   27.3544 27.3544
-- ('À', 'eɪ')
  mle           0.2500 0.0000
  pmi           2.7548 2.7548
  npmi          0.1748 0.1748
  chi2          3.0413 3.0413
  chi2_ns       14.0036 14.0036
  cramersv      0.0005 0.0005
  cramersv_ns   0.0009 0.0009
  theil_u       1.0000 0.9998
  catcoocc_i    2.7548 2.7542
  catcoocc_ii   8.3781 8.3781
-- ('À', 'f')
  mle           0.0000 0.0000
  pmi           -13.0249 -13.0249
  npmi          -0.4133 -0.4133
  chi2          2.9610 2.9610
  chi2_ns       0.0660 0.0660
  cramersv      0.0005 0.0005
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.0249 -13.0220
  catcoocc_ii   -38.5665 -38.5665
-- ('À', 'h')
  mle           0.0000 0.0000
  pmi           -12.5557 -12.5557
  npmi          -0.3984 -0.3984
  chi2          5.2456 5.2456
  chi2_ns       0.0411 0.0411
  cramersv      0.0008 0.0008
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9996
  catcoocc_i    -12.5557 -12.5512
  catcoocc_ii   -65.8626 -65.8626
-- ('À', 'i')
  mle           0.0000 0.0000
  pmi           -13.8934 -13.8934
  npmi          -0.4408 -0.4408
  chi2          0.8003 0.8003
  chi2_ns       0.1611 0.1611
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.8934 -13.8920
  catcoocc_ii   -11.1189 -11.1189
-- ('À', 'j')
  mle           0.0000 0.0000
  pmi           -11.9943 -11.9943
  npmi          -0.3806 -0.3806
  chi2          9.8653 9.8653
  chi2_ns       0.0233 0.0233
  cramersv      0.0011 0.0011
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9994
  catcoocc_i    -11.9943 -11.9875
  catcoocc_ii   -118.3274 -118.3274
-- ('À', 'k')
  mle           0.0000 0.0000
  pmi           -14.1372 -14.1372
  npmi          -0.4486 -0.4486
  chi2          0.4869 0.4869
  chi2_ns       0.2079 0.2079
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.1372 -14.1361
  catcoocc_ii   -6.8828 -6.8828
-- ('À', 'l')
  mle           0.0000 0.0000
  pmi           -14.2770 -14.2770
  npmi          -0.4530 -0.4530
  chi2          0.3471 0.3471
  chi2_ns       0.2409 0.2409
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.2770 -14.2761
  catcoocc_ii   -4.9551 -4.9551
-- ('À', 'm')
  mle           0.0000 0.0000
  pmi           -13.7602 -13.7602
  npmi          -0.4366 -0.4366
  chi2          1.0145 1.0145
  chi2_ns       0.1403 0.1403
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.7602 -13.7587
  catcoocc_ii   -13.9596 -13.9596
-- ('À', 'n')
  mle           0.0000 0.0000
  pmi           -14.5354 -14.5354
  npmi          -0.4612 -0.4612
  chi2          0.1553 0.1553
  chi2_ns       0.3176 0.3176
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 1.0000
  catcoocc_i    -14.5354 -14.5347
  catcoocc_ii   -2.2574 -2.2574
-- ('À', 'oʊ')
  mle           0.0000 0.0000
  pmi           -13.2528 -13.2528
  npmi          -0.4205 -0.4205
  chi2          2.1902 2.1902
  chi2_ns       0.0833 0.0833
  cramersv      0.0004 0.0004
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.2528 -13.2504
  catcoocc_ii   -29.0256 -29.0256
-- ('À', 'p')
  mle           0.0000 0.0000
  pmi           -13.3836 -13.3836
  npmi          -0.4246 -0.4246
  chi2          1.8234 1.8234
  chi2_ns       0.0952 0.0952
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.3836 -13.3816
  catcoocc_ii   -24.4042 -24.4042
-- ('À', 's')
  mle           0.0000 0.0000
  pmi           -14.3131 -14.3131
  npmi          -0.4541 -0.4541
  chi2          0.3153 0.3153
  chi2_ns       0.2503 0.2503
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.3131 -14.3121
  catcoocc_ii   -4.5131 -4.5131
-- ('À', 't')
  mle           0.0000 0.0000
  pmi           -14.3165 -14.3165
  npmi          -0.4542 -0.4542
  chi2          0.3124 0.3124
  chi2_ns       0.2513 0.2513
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.3165 -14.3156
  catcoocc_ii   -4.4722 -4.4722
-- ('À', 'tʃ')
  mle           0.0000 0.0000
  pmi           -11.9952 -11.9952
  npmi          -0.3806 -0.3806
  chi2          9.8560 9.8560
  chi2_ns       0.0233 0.0233
  cramersv      0.0011 0.0011
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9995
  catcoocc_i    -11.9952 -11.9893
  catcoocc_ii   -118.2243 -118.2243
-- ('À', 'u')
  mle           0.0000 0.0000
  pmi           -12.6004 -12.6004
  npmi          -0.3998 -0.3998
  chi2          4.9783 4.9783
  chi2_ns       0.0430 0.0430
  cramersv      0.0008 0.0008
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.6004 -12.5962
  catcoocc_ii   -62.7281 -62.7281
-- ('À', 'v')
  mle           0.0000 0.0000
  pmi           -12.7656 -12.7656
  npmi          -0.4050 -0.4050
  chi2          4.0882 4.0882
  chi2_ns       0.0508 0.0508
  cramersv      0.0007 0.0007
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.7656 -12.7620
  catcoocc_ii   -52.1884 -52.1884
-- ('À', 'w')
  mle           0.0000 0.0000
  pmi           -12.5291 -12.5291
  npmi          -0.3975 -0.3975
  chi2          5.4110 5.4110
  chi2_ns       0.0400 0.0400
  cramersv      0.0008 0.0008
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.5291 -12.5248
  catcoocc_ii   -67.7947 -67.7947
-- ('À', 'z')
  mle           0.0000 0.0000
  pmi           -13.6948 -13.6948
  npmi          -0.4345 -0.4345
  chi2          1.1322 1.1322
  chi2_ns       0.1311 0.1311
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.6948 -13.6931
  catcoocc_ii   -15.5052 -15.5052
-- ('À', 'æ')
  mle           0.0000 0.0000
  pmi           -13.4571 -13.4571
  npmi          -0.4270 -0.4270
  chi2          1.6388 1.6388
  chi2_ns       0.1027 0.1027
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.4571 -13.4550
  catcoocc_ii   -22.0535 -22.0535
-- ('À', 'ð')
  mle           0.0000 0.0000
  pmi           -9.8755 -9.8755
  npmi          -0.3133 -0.3133
  chi2          88.8069 88.8069
  chi2_ns       0.0028 0.0028
  cramersv      0.0035 0.0035
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9966
  catcoocc_i    -9.8755 -9.8419
  catcoocc_ii   -877.0130 -877.0130
-- ('À', 'ŋ')
  mle           0.0000 0.0000
  pmi           -12.7441 -12.7441
  npmi          -0.4043 -0.4043
  chi2          4.1961 4.1961
  chi2_ns       0.0497 0.0497
  cramersv      0.0007 0.0007
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.7441 -12.7402
  catcoocc_ii   -53.4759 -53.4759
-- ('À', 'ɑ')
  mle           0.2500 0.0000
  pmi           2.1851 2.1851
  npmi          0.1387 0.1387
  chi2          1.3741 1.3741
  chi2_ns       7.2069 7.2069
  cramersv      0.0002 0.0002
  cramersv_ns   0.0006 0.0006
  theil_u       1.0000 0.9999
  catcoocc_i    2.1851 2.1848
  catcoocc_ii   3.0025 3.0025
-- ('À', 'ɔ')
  mle           0.0000 0.0000
  pmi           -12.8072 -12.8072
  npmi          -0.4064 -0.4064
  chi2          3.8870 3.8870
  chi2_ns       0.0529 0.0529
  cramersv      0.0006 0.0006
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.8072 -12.8037
  catcoocc_ii   -49.7816 -49.7816
-- ('À', 'ɔɪ')
  mle           0.0000 0.0000
  pmi           -10.5091 -10.5091
  npmi          -0.3334 -0.3334
  chi2          46.6901 46.6901
  chi2_ns       0.0053 0.0053
  cramersv      0.0026 0.0026
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9983
  catcoocc_i    -10.5091 -10.4910
  catcoocc_ii   -490.6715 -490.6715
-- ('À', 'ɛ')
  mle           0.0000 0.0000
  pmi           -13.7087 -13.7087
  npmi          -0.4350 -0.4350
  chi2          1.1063 1.1063
  chi2_ns       0.1330 0.1330
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.7087 -13.7071
  catcoocc_ii   -15.1665 -15.1665
-- ('À', 'ɝ')
  mle           0.0000 0.0000
  pmi           -13.7831 -13.7831
  npmi          -0.4373 -0.4373
  chi2          0.9753 0.9753
  chi2_ns       0.1436 0.1436
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.7831 -13.7815
  catcoocc_ii   -13.4430 -13.4430
-- ('À', 'ɡ')
  mle           0.0000 0.0000
  pmi           -12.9513 -12.9513
  npmi          -0.4109 -0.4109
  chi2          3.2515 3.2515
  chi2_ns       0.0613 0.0613
  cramersv      0.0006 0.0006
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.9513 -12.9480
  catcoocc_ii   -42.1105 -42.1105
-- ('À', 'ɪ')
  mle           0.0000 0.0000
  pmi           -14.3664 -14.3664
  npmi          -0.4558 -0.4558
  chi2          0.2714 0.2714
  chi2_ns       0.2650 0.2650
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.3664 -14.3655
  catcoocc_ii   -3.8992 -3.8992
-- ('À', 'ɹ')
  mle           0.0000 0.0000
  pmi           -14.2181 -14.2181
  npmi          -0.4511 -0.4511
  chi2          0.4027 0.4027
  chi2_ns       0.2264 0.2264
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.2181 -14.2171
  catcoocc_ii   -5.7253 -5.7253
-- ('À', 'ʃ')
  mle           0.0000 0.0000
  pmi           -12.6870 -12.6870
  npmi          -0.4025 -0.4025
  chi2          4.4934 4.4934
  chi2_ns       0.0469 0.0469
  cramersv      0.0007 0.0007
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.6870 -12.6835
  catcoocc_ii   -57.0077 -57.0077
-- ('À', 'ʊ')
  mle           0.0000 0.0000
  pmi           -11.1881 -11.1881
  npmi          -0.3550 -0.3550
  chi2          23.2223 23.2223
  chi2_ns       0.0104 0.0104
  cramersv      0.0018 0.0018
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9989
  catcoocc_i    -11.1881 -11.1760
  catcoocc_ii   -259.8128 -259.8128
-- ('À', 'ʌ')
  mle           0.0000 0.0000
  pmi           -14.6881 -14.6881
  npmi          -0.4660 -0.4660
  chi2          0.0789 0.0789
  chi2_ns       0.3749 0.3749
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 1.0000
  catcoocc_i    -14.6881 -14.6874
  catcoocc_ii   -1.1584 -1.1584
-- ('À', 'ʒ')
  mle           0.0000 0.0000
  pmi           -9.8635 -9.8635
  npmi          -0.3130 -0.3130
  chi2          89.8904 89.8904
  chi2_ns       0.0028 0.0028
  cramersv      0.0036 0.0036
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9966
  catcoocc_i    -9.8635 -9.8296
  catcoocc_ii   -886.6339 -886.6339
-- ('À', 'θ')
  mle           0.0000 0.0000
  pmi           -11.5057 -11.5057
  npmi          -0.3651 -0.3651
  chi2          16.6531 16.6531
  chi2_ns       0.0143 0.0143
  cramersv      0.0015 0.0015
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9992
  catcoocc_i    -11.5057 -11.4963
  catcoocc_ii   -191.6054 -191.6054
-- ('É', 'aɪ')
  mle           0.0000 0.0000
  pmi           -12.8161 -12.8161
  npmi          -0.4066 -0.4066
  chi2          3.8450 3.8450
  chi2_ns       0.0534 0.0534
  cramersv      0.0006 0.0006
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -12.8161 -12.8129
  catcoocc_ii   -49.2779 -49.2779
-- ('É', 'aʊ')
  mle           0.0000 0.0000
  pmi           -11.5923 -11.5923
  npmi          -0.3678 -0.3678
  chi2          15.1953 15.1953
  chi2_ns       0.0156 0.0156
  cramersv      0.0014 0.0014
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9992
  catcoocc_i    -11.5923 -11.5832
  catcoocc_ii   -176.1486 -176.1486
-- ('É', 'b')
  mle           0.0000 0.0000
  pmi           -13.4050 -13.4050
  npmi          -0.4253 -0.4253
  chi2          1.7683 1.7683
  chi2_ns       0.0973 0.0973
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.4050 -13.4029
  catcoocc_ii   -23.7037 -23.7037
-- ('É', 'd')
  mle           0.2500 0.0000
  pmi           1.9097 1.9097
  npmi          0.1212 0.1212
  chi2          0.8681 0.8681
  chi2_ns       5.0877 5.0877
  cramersv      0.0000 0.0000
  cramersv_ns   0.0005 0.0005
  theil_u       1.0000 0.9999
  catcoocc_i    1.9097 1.9095
  catcoocc_ii   1.6578 1.6578
-- ('É', 'dʒ')
  mle           0.2500 0.0000
  pmi           3.5424 3.5424
  npmi          0.2248 0.2248
  chi2          7.7221 7.7221
  chi2_ns       32.8153 32.8153
  cramersv      0.0010 0.0010
  cramersv_ns   0.0015 0.0015
  theil_u       1.0000 0.9996
  catcoocc_i    3.5424 3.5408
  catcoocc_ii   27.3544 27.3544
-- ('É', 'eɪ')
  mle           0.2500 0.0000
  pmi           2.7548 2.7548
  npmi          0.1748 0.1748
  chi2          3.0413 3.0413
  chi2_ns       14.0036 14.0036
  cramersv      0.0005 0.0005
  cramersv_ns   0.0009 0.0009
  theil_u       1.0000 0.9998
  catcoocc_i    2.7548 2.7542
  catcoocc_ii   8.3781 8.3781
-- ('É', 'f')
  mle           0.0000 0.0000
  pmi           -13.0249 -13.0249
  npmi          -0.4133 -0.4133
  chi2          2.9610 2.9610
  chi2_ns       0.0660 0.0660
  cramersv      0.0005 0.0005
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.0249 -13.0220
  catcoocc_ii   -38.5665 -38.5665
-- ('É', 'h')
  mle           0.0000 0.0000
  pmi           -12.5557 -12.5557
  npmi          -0.3984 -0.3984
  chi2          5.2456 5.2456
  chi2_ns       0.0411 0.0411
  cramersv      0.0008 0.0008
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9996
  catcoocc_i    -12.5557 -12.5512
  catcoocc_ii   -65.8626 -65.8626
-- ('É', 'i')
  mle           0.0000 0.0000
  pmi           -13.8934 -13.8934
  npmi          -0.4408 -0.4408
  chi2          0.8003 0.8003
  chi2_ns       0.1611 0.1611
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.8934 -13.8920
  catcoocc_ii   -11.1189 -11.1189
-- ('É', 'j')
  mle           0.0000 0.0000
  pmi           -11.9943 -11.9943
  npmi          -0.3806 -0.3806
  chi2          9.8653 9.8653
  chi2_ns       0.0233 0.0233
  cramersv      0.0011 0.0011
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9994
  catcoocc_i    -11.9943 -11.9875
  catcoocc_ii   -118.3274 -118.3274
-- ('É', 'k')
  mle           0.0000 0.0000
  pmi           -14.1372 -14.1372
  npmi          -0.4486 -0.4486
  chi2          0.4869 0.4869
  chi2_ns       0.2079 0.2079
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.1372 -14.1361
  catcoocc_ii   -6.8828 -6.8828
-- ('É', 'l')
  mle           0.0000 0.0000
  pmi           -14.2770 -14.2770
  npmi          -0.4530 -0.4530
  chi2          0.3471 0.3471
  chi2_ns       0.2409 0.2409
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.2770 -14.2761
  catcoocc_ii   -4.9551 -4.9551
-- ('É', 'm')
  mle           0.0000 0.0000
  pmi           -13.7602 -13.7602
  npmi          -0.4366 -0.4366
  chi2          1.0145 1.0145
  chi2_ns       0.1403 0.1403
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.7602 -13.7587
  catcoocc_ii   -13.9596 -13.9596
-- ('É', 'n')
  mle           0.0000 0.0000
  pmi           -14.5354 -14.5354
  npmi          -0.4612 -0.4612
  chi2          0.1553 0.1553
  chi2_ns       0.3176 0.3176
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 1.0000
  catcoocc_i    -14.5354 -14.5347
  catcoocc_ii   -2.2574 -2.2574
-- ('É', 'oʊ')
  mle           0.0000 0.0000
  pmi           -13.2528 -13.2528
  npmi          -0.4205 -0.4205
  chi2          2.1902 2.1902
  chi2_ns       0.0833 0.0833
  cramersv      0.0004 0.0004
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.2528 -13.2504
  catcoocc_ii   -29.0256 -29.0256
-- ('É', 'p')
  mle           0.0000 0.0000
  pmi           -13.3836 -13.3836
  npmi          -0.4246 -0.4246
  chi2          1.8234 1.8234
  chi2_ns       0.0952 0.0952
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.3836 -13.3816
  catcoocc_ii   -24.4042 -24.4042
-- ('É', 's')
  mle           0.0000 0.0000
  pmi           -14.3131 -14.3131
  npmi          -0.4541 -0.4541
  chi2          0.3153 0.3153
  chi2_ns       0.2503 0.2503
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.3131 -14.3121
  catcoocc_ii   -4.5131 -4.5131
-- ('É', 't')
  mle           0.0000 0.0000
  pmi           -14.3165 -14.3165
  npmi          -0.4542 -0.4542
  chi2          0.3124 0.3124
  chi2_ns       0.2513 0.2513
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.3165 -14.3156
  catcoocc_ii   -4.4722 -4.4722
-- ('É', 'tʃ')
  mle           0.0000 0.0000
  pmi           -11.9952 -11.9952
  npmi          -0.3806 -0.3806
  chi2          9.8560 9.8560
  chi2_ns       0.0233 0.0233
  cramersv      0.0011 0.0011
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9995
  catcoocc_i    -11.9952 -11.9893
  catcoocc_ii   -118.2243 -118.2243
-- ('É', 'u')
  mle           0.0000 0.0000
  pmi           -12.6004 -12.6004
  npmi          -0.3998 -0.3998
  chi2          4.9783 4.9783
  chi2_ns       0.0430 0.0430
  cramersv      0.0008 0.0008
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.6004 -12.5962
  catcoocc_ii   -62.7281 -62.7281
-- ('É', 'v')
  mle           0.0000 0.0000
  pmi           -12.7656 -12.7656
  npmi          -0.4050 -0.4050
  chi2          4.0882 4.0882
  chi2_ns       0.0508 0.0508
  cramersv      0.0007 0.0007
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.7656 -12.7620
  catcoocc_ii   -52.1884 -52.1884
-- ('É', 'w')
  mle           0.0000 0.0000
  pmi           -12.5291 -12.5291
  npmi          -0.3975 -0.3975
  chi2          5.4110 5.4110
  chi2_ns       0.0400 0.0400
  cramersv      0.0008 0.0008
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.5291 -12.5248
  catcoocc_ii   -67.7947 -67.7947
-- ('É', 'z')
  mle           0.0000 0.0000
  pmi           -13.6948 -13.6948
  npmi          -0.4345 -0.4345
  chi2          1.1322 1.1322
  chi2_ns       0.1311 0.1311
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.6948 -13.6931
  catcoocc_ii   -15.5052 -15.5052
-- ('É', 'æ')
  mle           0.0000 0.0000
  pmi           -13.4571 -13.4571
  npmi          -0.4270 -0.4270
  chi2          1.6388 1.6388
  chi2_ns       0.1027 0.1027
  cramersv      0.0003 0.0003
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9998
  catcoocc_i    -13.4571 -13.4550
  catcoocc_ii   -22.0535 -22.0535
-- ('É', 'ð')
  mle           0.0000 0.0000
  pmi           -9.8755 -9.8755
  npmi          -0.3133 -0.3133
  chi2          88.8069 88.8069
  chi2_ns       0.0028 0.0028
  cramersv      0.0035 0.0035
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9966
  catcoocc_i    -9.8755 -9.8419
  catcoocc_ii   -877.0130 -877.0130
-- ('É', 'ŋ')
  mle           0.0000 0.0000
  pmi           -12.7441 -12.7441
  npmi          -0.4043 -0.4043
  chi2          4.1961 4.1961
  chi2_ns       0.0497 0.0497
  cramersv      0.0007 0.0007
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.7441 -12.7402
  catcoocc_ii   -53.4759 -53.4759
-- ('É', 'ɑ')
  mle           0.2500 0.0000
  pmi           2.1851 2.1851
  npmi          0.1387 0.1387
  chi2          1.3741 1.3741
  chi2_ns       7.2069 7.2069
  cramersv      0.0002 0.0002
  cramersv_ns   0.0006 0.0006
  theil_u       1.0000 0.9999
  catcoocc_i    2.1851 2.1848
  catcoocc_ii   3.0025 3.0025
-- ('É', 'ɔ')
  mle           0.0000 0.0000
  pmi           -12.8072 -12.8072
  npmi          -0.4064 -0.4064
  chi2          3.8870 3.8870
  chi2_ns       0.0529 0.0529
  cramersv      0.0006 0.0006
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.8072 -12.8037
  catcoocc_ii   -49.7816 -49.7816
-- ('É', 'ɔɪ')
  mle           0.0000 0.0000
  pmi           -10.5091 -10.5091
  npmi          -0.3334 -0.3334
  chi2          46.6901 46.6901
  chi2_ns       0.0053 0.0053
  cramersv      0.0026 0.0026
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9983
  catcoocc_i    -10.5091 -10.4910
  catcoocc_ii   -490.6715 -490.6715
-- ('É', 'ɛ')
  mle           0.0000 0.0000
  pmi           -13.7087 -13.7087
  npmi          -0.4350 -0.4350
  chi2          1.1063 1.1063
  chi2_ns       0.1330 0.1330
  cramersv      0.0001 0.0001
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.7087 -13.7071
  catcoocc_ii   -15.1665 -15.1665
-- ('É', 'ɝ')
  mle           0.0000 0.0000
  pmi           -13.7831 -13.7831
  npmi          -0.4373 -0.4373
  chi2          0.9753 0.9753
  chi2_ns       0.1436 0.1436
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -13.7831 -13.7815
  catcoocc_ii   -13.4430 -13.4430
-- ('É', 'ɡ')
  mle           0.0000 0.0000
  pmi           -12.9513 -12.9513
  npmi          -0.4109 -0.4109
  chi2          3.2515 3.2515
  chi2_ns       0.0613 0.0613
  cramersv      0.0006 0.0006
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.9513 -12.9480
  catcoocc_ii   -42.1105 -42.1105
-- ('É', 'ɪ')
  mle           0.0000 0.0000
  pmi           -14.3664 -14.3664
  npmi          -0.4558 -0.4558
  chi2          0.2714 0.2714
  chi2_ns       0.2650 0.2650
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.3664 -14.3655
  catcoocc_ii   -3.8992 -3.8992
-- ('É', 'ɹ')
  mle           0.0000 0.0000
  pmi           -14.2181 -14.2181
  npmi          -0.4511 -0.4511
  chi2          0.4027 0.4027
  chi2_ns       0.2264 0.2264
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9999
  catcoocc_i    -14.2181 -14.2171
  catcoocc_ii   -5.7253 -5.7253
-- ('É', 'ʃ')
  mle           0.0000 0.0000
  pmi           -12.6870 -12.6870
  npmi          -0.4025 -0.4025
  chi2          4.4934 4.4934
  chi2_ns       0.0469 0.0469
  cramersv      0.0007 0.0007
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9997
  catcoocc_i    -12.6870 -12.6835
  catcoocc_ii   -57.0077 -57.0077
-- ('É', 'ʊ')
  mle           0.0000 0.0000
  pmi           -11.1881 -11.1881
  npmi          -0.3550 -0.3550
  chi2          23.2223 23.2223
  chi2_ns       0.0104 0.0104
  cramersv      0.0018 0.0018
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9989
  catcoocc_i    -11.1881 -11.1760
  catcoocc_ii   -259.8128 -259.8128
-- ('É', 'ʌ')
  mle           0.0000 0.0000
  pmi           -14.6881 -14.6881
  npmi          -0.4660 -0.4660
  chi2          0.0789 0.0789
  chi2_ns       0.3749 0.3749
  cramersv      0.0000 0.0000
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 1.0000
  catcoocc_i    -14.6881 -14.6874
  catcoocc_ii   -1.1584 -1.1584
-- ('É', 'ʒ')
  mle           0.0000 0.0000
  pmi           -9.8635 -9.8635
  npmi          -0.3130 -0.3130
  chi2          89.8904 89.8904
  chi2_ns       0.0028 0.0028
  cramersv      0.0036 0.0036
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9966
  catcoocc_i    -9.8635 -9.8296
  catcoocc_ii   -886.6339 -886.6339
-- ('É', 'θ')
  mle           0.0000 0.0000
  pmi           -11.5057 -11.5057
  npmi          -0.3651 -0.3651
  chi2          16.6531 16.6531
  chi2_ns       0.0143 0.0143
  cramersv      0.0015 0.0015
  cramersv_ns   0.0000 0.0000
  theil_u       1.0000 0.9992
  catcoocc_i    -11.5057 -11.4963
  catcoocc_ii   -191.6054 -191.6054

And now more

def plot_scorer(scorer, alpha_x, alpha_y, title=None, figsize=(25, 25)):
    if not title:
        title = ""

    matrix = pd.DataFrame(scorer, index=alpha_y, columns=alpha_x)

    sns.set(font_scale=2, font="FreeMono")
    plt.figure(figsize=figsize)

    ax = plt.subplot(111)
    sns.heatmap(matrix, annot=True, fmt='.2f', linewidths=.5, center=0, ax=ax).set_title(title, fontsize=100)

xy, yx, alpha_x, alpha_y = catcoocc.scorer.scorer2matrices(catcoocc_ii)
plot_scorer(xy, alpha_x, alpha_y, "x->y", (50, 50))

another

plot_scorer(yx, alpha_y, alpha_x, "y->x", (50, 50))

leftover

print("ok")
print(dir(catcoocc))



np.random.seed(0)
sns.set(font_scale=2.5)
uniform_data = np.random.rand(10, 12)

plt.figure(figsize=(25, 25))
ax = plt.subplot(111)
sns.heatmap(uniform_data,
annot=True,
linewidths=.5, center=0, ax=ax)
ok
['Counter', '__author__', '__builtins__',
'__cached__', '__doc__', '__email__',
'__file__', '__loader__', '__name__',
'__package__', '__path__', '__spec__',
'__version__', 'build_ct', 'chain',
'collect_alphabets', 'collect_cooccs',
'collect_ngrams', 'collect_observations',
'combinations', 'csv', 'np',
'product', 'read_pa_matrix', 'read_sequences',
'scorer', 'utils']
<matplotlib.axes._subplots.AxesSubplot at 0x7f42fb13eb70>